Commit 441a23a0 authored by Leon Merten Lohse's avatar Leon Merten Lohse
Browse files

use exact transfer function (instead of fresnel appr.) in multislice propagation

parent 8dc38167
This diff is collapsed.
%% Cell type:code id: tags:
``` python
import numpy as np
import xraylib as xrl
import matplotlib.pyplot as plt
import fresnel.propagate as propagate
```
%% Cell type:code id: tags:
``` python
%matplotlib inline
```
%% Cell type:code id: tags:
``` python
energy = 12. # keV
# geometry
wavelength = 1.2398 / (energy * 1e3) * 1e-3 # mm
nx = 1024
ny = 512
nz = 800
ztot = 0.4 # mm
wg_radius = 25e-6
xtot = 10 * wg_radius # mm
ytot = 10 * wg_radius
# units
dx = xtot / nx / wavelength
dy = ytot / ny / wavelength
dz = ztot / nz / wavelength
print(f"dx: {dx}, dy: {dy}, dz: {dz} wavelengths")
```
%%%% Output: stream
dx: 2.36303234392644, dy: 4.72606468785288, dz: 4839.490240361349 wavelengths
%% Cell type:code id: tags:
``` python
density_Ge = xrl.ElementDensity(xrl.SymbolToAtomicNumber('Ge'))
density_Polyimide = 1.42
density_Si = xrl.ElementDensity(xrl.SymbolToAtomicNumber('Si'))
n_Ge = xrl.Refractive_Index('Ge', energy, density_Ge)
n_Si = xrl.Refractive_Index('Si', energy, density_Si)
n_PI = xrl.Refractive_Index('Kapton Polyimide Film', energy, density_Polyimide)
print('Ge', n_Ge -1)
print('Si', n_Si -1)
print('PI', n_PI -1)
xx = np.linspace(-xtot/2, xtot/2, nx).reshape([1,-1])
yy = np.linspace(-ytot/2, ytot/2, ny).reshape([-1,1])
core = (np.abs(xx) < wg_radius) * (np.abs(yy) < wg_radius)
cladding = ~core
refractive_index = n_Ge * cladding + 1 * core
```
%%%% Output: stream
Ge (-6.426292114225518e-06+7.120128111534574e-07j)
Si (-3.3845180545943876e-06+3.810012288290064e-08j)
PI (-2.1023289580313076e-06+2.2059592416020462e-09j)
%% Cell type:code id: tags:
``` python
u0 = np.exp(-(xx**2 + yy**2)/ (2 * (2 * wg_radius)**2)).astype(np.complex128)
boundary = (0, 0, 0, 0)
propagator = propagate.FDPropagator3d(refractive_index, u0, dz, dy, dx)
```
%% Cell type:code id: tags:
``` python
field = np.zeros((nz, ny, nx), dtype=np.complex128)
field[0,...] = u0
for iz in range(1, nz):
boundary = (0, 0, 0, 0)
field[iz, ...] = propagator.step(refractive_index, boundary)
if iz % 100 == 0:
print(iz)
```
%%%% Output: stream
100
200
300
400
500
600
700
%% Cell type:code id: tags:
``` python
result = field[:,ny//2, :].transpose()
fig, ax = plt.subplots()
im = ax.imshow(np.abs(result)**2, aspect='auto', clim=(0,4), cmap='cubehelix', extent=[0, ztot, -xtot/2 *1e6, xtot/2 * 1e6])
ax.set_ylim(-2e6 * wg_radius, 2e6 * wg_radius )
fig.colorbar(im)
ax.set_xlabel(r'$z$ (mm)')
ax.set_ylabel(r'$x$ (nm)')
result = field[:,:, nx//2].transpose()
fig, ax = plt.subplots()
im = ax.imshow(np.abs(result)**2, aspect='auto', clim=(0,4), cmap='cubehelix', extent=[0, ztot, -xtot/2 *1e6, xtot/2 * 1e6])
ax.set_ylim(-2e6 * wg_radius, 2e6 * wg_radius )
fig.colorbar(im)
ax.set_xlabel(r'$z$ (um)')
ax.set_ylabel(r'$y$ (nm)')
```
%%%% Output: execute_result
Text(0, 0.5, '$y$ (nm)')
%%%% Output: display_data
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)
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
# check sampling factor (Voelz et al)
samplingfactx = dz / (dx * dx * nx)
samplingfacty = dz / (dy * dy * ny)
print(samplingfactx, samplingfacty)
```
%%%% Output: stream
0.8463701333333332 0.4231850666666666
%% Cell type:code id: tags:
``` python
fresnelpropagator = propagate.FresnelPropagator(u0, (dz, dy, dx))
```
%% Cell type:code id: tags:
``` python
field = np.zeros((nz, ny, nx), dtype=np.complex128)
field[0,...] = u0
for iz in range(1, nz):
field[iz, ...] = fresnelpropagator.step(refractive_index)
if iz % 100 == 0:
print(iz)
```
%%%% Output: stream
100
200
300
400
500
600
700
%% Cell type:code id: tags:
``` python
result = field[:,ny//2, :].transpose()
fig, ax = plt.subplots()
im = ax.imshow(np.abs(result)**2, aspect='auto', clim=(0,4), cmap='cubehelix', extent=[0, ztot, -xtot/2 *1e6, xtot/2 * 1e6])
ax.set_ylim(-2e6 * wg_radius, 2e6 * wg_radius )
fig.colorbar(im)
ax.set_xlabel(r'$z$ (mm)')
ax.set_ylabel(r'$x$ (nm)')
result = field[:,:, nx//2].transpose()
fig, ax = plt.subplots()
im = ax.imshow(np.abs(result)**2, aspect='auto', clim=(0,4), cmap='cubehelix', extent=[0, ztot, -xtot/2 *1e6, xtot/2 * 1e6])
ax.set_ylim(-2e6 * wg_radius, 2e6 * wg_radius )
fig.colorbar(im)
ax.set_xlabel(r'$z$ (um)')
ax.set_ylabel(r'$y$ (nm)')
```
%%%% Output: execute_result
Text(0, 0.5, '$y$ (nm)')
%%%% Output: display_data
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)
%%%% Output: display_data
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nM39b2kv1rDnxh23P7Bcc2yJnXX25ru9q9Rp+fS1C3IdmbnNNNRffb4LYOcKlWsrRQ4Uvh9eX5e0r0AtZ5xHcpMleXSM1ikmZcn6SZTGaKEgjNyxX1G9hsE9FbRC4VF9rNxlMeNko9TdRlCnF/pagpSD1eXY/TJAsBWBxA9njyBLvI0RbQUrCFsWWynrs4EvE414+1CotIVAKK2EBgQIQ6Q7igRMxLG62UbKE4EqGRJIoub8lZRUmzj4szVLlaqJ5Hqi3Jl0L1SPi5zXVmu7Xb2oZpp0obxau6+v30tsZ6T26yPUdL8O2ieS3MYnUmL2J7Pv5yjhbVScFL227tHzvuReweO8fSeebZ1AtnmXeg/38mGHcW0YvIFvi7wIbE0X/VzP7s7BgB/gLwY8Az4I+a2S8es3k/iR4B78F3VQdvtWVyJGoLH2rNJMxmh+12mFMkxCT7Dwc07HGyxyTWbpyi+ZcPWyLRq+lwlW7U4zRLQ5noCXvcQCbk9Ho98rkpXULTcRfZJo2lODNVXwlSK+dHHJ5g03EeWzKiavONHDSP6IEqP0WGiUyUbI+yy9yBTHX/pp7Q3NOyYQxwxXbJfOa2r0SqTGUtGB1JImGdZCVzqehYyj9xWLPsrkUrb72M7TYTWe4ou3qvr7O9ZL9cwxLqJjyM9xpudoBz+4vHzbKT29ie27/uHO29qL+7a9K/O+nmEvi9ZvZERDrg74vI/2xm/6A55g8AP5C//nXgL+f/F3E/iV7AOof4Lskwkwex6a+fkyWaJJVuC31P3HYplBwUOXQTe0USaQmpXRdnCYXkRT3ie8RvwHnq1jQxIjHVFYyprfna+NPLlXH8VfvP0pAoQsoYYgSRSOk2WuoQEpHJfZmTWKkvaLmvTcag6iEOk7GP90muENCVzpRiP2cLZcJaurb8HJWX5Hu/dD+WMpF58bgtyOfBLNzvZUKGacdVufctyS8RsVrJGq63feV1C5nCcjZy/F7fVLwv9qfXP6LYTd/f3vZ8rNfVsmpGcuR+V3tL9/Y6uaz5+2TfiTvU6sXuruvG0o14kn/s8tfc+I8DfyUf+w9E5FxE3jOzby7ZvJ9ED5hK0ulnkWHR50U9mt/kSXGvkJdoYhcVTJO9OUloJqLUSdPo4ZEU1crVjUqE7GjUJ5J3DqIiGsF5JCRbMcRqv7wOcjRf/MIsKm6JTEudYUJGaS6Aa8bomgckbb8ScYz2i/xRdfQ2c2gkq5TdpAxBLJ8/6/bklP+Yxt5G8zUj0avtp2KREAcQ0vyHHH0Xu6180fqQJRKeyE75qEiaAT2vN8BUGmntz0l4XgRv52EkO3rF9tFaTDlVE8WP55u+ptgt9/q2tuf222uaHtQGBcu255v3XHeOZTSvb2wv7fx2zP5NuHI/hDvS1l+oGPuWiPxC8/PXzOxrk2GJOODrwG8D/qKZ/cOZjS8Bv9b8/Ov5d7+5iJ5MzqjO9FMdi61x7KBppQFRhzlNJO9y3OlcJv/cthkHojUkn6NQJCb/YB6Nh2Wyb52JcykcMA8xJDtRc7TRXE6NbKZS0Xw5hta+iCZpyCLiEjGWbCbZ8xMSglEW0WZJhtZuJTGZElqCr/JQIeSJ3SaaXSoEt9fangdGU079xHaRt6JwJZpdwjwDm5yXadYwSkRT2+nYZblmKVuo38/vRyPlpHNcs+DaLCud/65kl3X29i1tHyP5pYi+RNpt5tDaXrrnx7KEYxnJeC3L9/q6a1ga9/wabjPml4KB3H6d4g/M7IevNWcWgB8SkXPgfxKR325m/7g5ZMmzHR3A/SR6AesUvEdcjuDbD7Q2kkP7MpEUafse2/bErYIXbDAYOtx+gx426OECyzJFjaCbDpcohVCnMohI7kXXVCim71PROHkMxCISPBI8qjFr3vMHhFRbOPKWpvNmR+a6lDVA7Rwi6/VicSS25r6Rj5lj7FzSOpmsOEwAiRGLAyHG6kgKaRYSKmS/ZHveErqYMUi6J61tGCWXuXQxeV8bIlaZnqe1sUj2C7JIa3ty/2fZQmu/3utrbKdjbWK7JeF5tnDlveN2pHzMfvvzMfkJRsda7Cw5kiUCnjrI8d5Mu6uOj/km+/NzFJvlmJvG/JkQ777Qa2YficjPAz8KtET/68BXmp+/DHzjmJ37SfSAbZS487hug2pfO0W8P0E3pyDp4+CHZ3UdaTNLD49z2MZhDwTpDBsgqkfCDj0MuHBADkosRVPXIz53uFhEDhcAhLhHOEzGpepR30O3wXZbrHMYpBqAjB9RHVL7JzB5uGMc0LjP440TrVhEa9tm6hrajZlICMjhMpHc4IniiTYkmab05WfJQuNAYJ/aMTNKt03V/7ttal/NHSxYxGJABp/rAalDqd3O0SwS8u+CDZOOnyI3ee2nHUk6PrQWBtB4xXa5D2mWc5Fdpg9dKR6XbiSRq9JQKVo7K+fI95fp/UGuyhTF2bcy3jyYcM14W9vFZq0RZPtzUizjP0bE7b2+yXYZd2vnmJMqtovdVN+Znm9+T47ZT4cuyCcwsduO+boFCNv7s3RP0nHNNSzdizvi5zvsunkbOGSS3wG/H/jPZ4f9LPDvi8j/QCrCfnxMn4f7SvQCbMAODvoU0at6OrdF+5PUNgnIsK+RXm2BFIXOE3eKnAS0j1gQonnsuYcuRcqSI2RRj3TbFKFnmURJxU+nPRovEZMxitQcafc9ceexTSJKuRQ0dMjQIUMPcUrghfBcTDq+FTISY7ABX2bYVkeSCsrmc8QdXL01kD78EsceexjbF4Haz19vaSGy0v/v+nTNvksHREOGfXYqe3QAMx1tZlIQU0J2kDEOE/u1/1+T40wzkl0em6WILN93MyXaUPX0qqs3OnuLMkFNi6PKclu5rxIzaeX7qk6xOFQ7rW1gYv9KXaG0nur08RpJfrgyZqDaLh1A9b2Hq3WLGWkaqTOMhftxG9vpHs0yhgWir3UXmNyP1m6L9hxLDmR+f4rddszz93LJ/vw65iit1a3dY2N+KZghw51F9O8BP511egV+xsz+loj8iXQq+yrwc6TWyn9Gaq/8Y9cZvJ9ED1hncCLYZoP4Hrf3qPZpEpTvUhTrPG2RqUg31vfYDvxuwPUDFpTDQYkbQftMQiFF6qngKYnknQMTpC5xMG2zU7J263us71LWsKvqM3bokH2XyM15CJkIdXy4jQGJ0weyfYBEfBpL5zHvsU0m4kNID0wIiA6YKphOhL5Cvq3G3Oq+WuQUlwnYd5OMAfqUzUiuDRQiNzBpnIwowdoUfSrXlOUrxHVTIqZRKOKAmE7spns8685pzlnuYa2p5Pc/nyCRZBjqZLpyDVV6givyS/pWJ468yHjINGOoyhh6ZczcxnZzDe3KrOW4tJz20v0YO63mJDsn4LkjqcflbLXALDKpIx2phc6dSLV1DW4a85L9co5j9sd7fDu7Lwrheof0IjCzXwJ+x8Lvv9p8b8Cfuq3N+0n0ArKxVJDddIjrcX6L81vYnmB9lwhv4cMszmO9R04i29NLvB8IwRGDMjzbEJ90uKcdHEr05mr0jHOJ8KIhwyVyyNqz5D70HA3juxTNnwicpifFRLDBY5cdMmzSh6aSkNbIVtQRAYn7HGEPEEHV1YlY0m2Ss9r2NWMwp6hISi8tIiVCnke+IZ3TU6L6oZJjXRrCb6BPE8rM5YcrOBgOwHYkiqgQhkmkGW3AiabJW3FI0TeN5JSXnhDXgc/3NL9eQoBBqm0NWu22mYNkcp5cVyb3K9lCuccWU1RWsgZJEb2pzjKSMRosn5lin5z11GJ/G3mX18dYM6mSkRR7c9v1M9k6qQUn0r6+3oeme2jJ7jH7k5najZOifB4k3jjmuf2JvSPyTakbXWf3WIvlFWlogcDbjKT9+c566e9wwtSrwGtD9CLyFeCvAF8giQZfM7O/ICKPgf8R+H7gl4F/28w+vNGeM0wN2zjUd0lG6XdY3xE3Hr3Ib0rWSsuEIPUbwsahJwOn20tO/IF9dITgCNsOuiTtyKVLAY4kTR+XOnUEUmG1jWBISwf4PEnKdlvimYeziJ4EzMCiJ14K0nnE5Yi+FOVKhA+JOKXRg1HQ1Dbq/DbNAdhssd2GeOqxLhfcFCw6ZJ/GKsHVSLUiZzma5QUnHimSkXqcy/bLOfoO8/n1Q45YoyWCz1kHzkOJxkXR0nrato7mSNhpj/o+S1s589Lah5nH6CshpwynCSZz5lBst2Rc5RrfyE6ttGIRCcNoLwyNE8g3cE5yrSNmlik0DQDpeE3Ey4CQMgXNXU9FdpkT65L92u3kZo+uxVQMnMg2pd11mYzn9q+QcesEYeJI2jFf+RzNz9GQ+zFZqK4kmyPt6qSaYMQtkPv8Osp5JremRO+zLNIsTmx+NtgrKcbeFV4boieVRP8jM/tFEXkAfF1E/jbwR4G/Y2Z/XkT+DPBngP/kJmOyCUgUrPfQbSpB2bbHdikqdk+7RACSWiAreXRCtzlw1u155AIHC1xsHRe7TXISPhPGsE9RZ+cr6VlM821lf1mLwEECtcfddcTOwwZkF/DbAxaFYdAk5WwcXHRwGFJvPSSyLFq4cwigYcDFPhc1Y07Bk9xhncd6xTaSplqQ5AILhu09MiTHcTXVdBADaEStT/cxyy+VxNSl6+08cePBl55USQRsJarO5G45CmQkR4ladXBy5jJGwjmS9+k6KGRpVgldACsdli3B5Z/HomkmqELCc5J3bupIRJFhP5K95oykIcpxNnTzWatSU3OPRCfdXUk2y1JWKS7Oo/BqcBx3tZ/PUdp7RzJO3SPlPtf7kR1Jeu/jUdmmtT+25M5aT8vnZOZIrthtP08z0j3qRJrXyeS903o9RyWWhXNcsc0sIyn39zq7LwMDWYn+ZuSK8Tfz95+KyD8lTQD4ceBH8mE/Dfw8tyD63AyOKYkc/Qa2m0SmnSAHqQ/5qD/niEpBJBG25v+9GuojwUuN4CFJC+Z96p7pFaJhIZGK5tZOV6PjXPzLk7DUGc7HNGO1i0Tvcu++pqieRLa4RK5VC4+GhAMaerwOhDikQl0zCcucgMu1CpP02e40zRg+dFVTL0RbIDmSVbIOW4KlrM2P9jW1nrrMeF4gaF5MzoHvk5MIA5QpWGakkD7JLpYXcWuJsk4ia7OkaOm1WXYiGuKBINkxjSTRklELaR2VNucoRC8l7e5Hsm8jypkzmRmfknzR/kUbRzKSkMVw1Ektoo3ii4w3iWgBk5o1tI4EmnuzZHqJ4OcRsk0Jck745M/KdEy6fA6YdFJBJuoYS9o5RvNMJ5sdHX97vgXyvhLNN3Zvsv8ieIE++u85XhuibyEi308qRvxD4N3SNmRm3xSRd25lw0VEjbjJxOz7pFt7Ga862hihkXd86jewEbou8MAFHopxAfQu4LpA6EizZFWyTpAmZZlKeeLS//kBrxOUsjRBt8G2HtlGuu2erjsQoxK6QOx8Is7sDAhk+7mfWCW1JKqMD7+0LZU5Eu49tlPYGdIlgrSoiW9F6izfSm7tw5EjfdM8Qzc/B6XThqL/b1xyHGUaLZqmgNeJZZIEuPaBJ6ZCZCVBX2sRte/fdzVjsM6l8TogJAchIdu2bEOssQ+ULCGOqX+JgisJZ8dpzjWvDen9TNpPllm02k2TeRtCajG3v5QtaIS8ZJ1YxERHu4WX55/hhhil3C+R0ZG0qNJT85rG7ryYOomsW4JvMoXx2HFWcDvmVjZbjI5n55gcN4/oXSbhmd3rcEWyWXIksRA6dfwT3BU3myHD8hLmrwNeO6IXkTPgrwH/oZl9ctupzSLyk8BPAuh2h6ihLiZJ1ynS94kAN7ktQVoiHtdYSQ8oacJSA01T33KGoHnpAssPh6To1iel33yKyMX5PJMzF7lkjObxhio4LVJAKh7jmoi+6NLOJVJyuefeuRrVjXWA1r4kW0qe4SLg0qQs82mpBIqjKtF2eUgClK4Xk3FCWPoqTqb8z0hmSrJ9kLEorX6MAvNBEgZM/RUdvMoR9Sudx3xyGJIJOHU2xUyeOso15fpzdFyJGaYkJjo6I8k2Y8SyJJbslpbUkTgrUbqrBewr9otzrsSTnBQaq4Mq5opzKpHmROfV6fhFZHqeOZyvY5Z87wt5lvf4ip4+I/n6vF2ReRYcX7yeJ+fEu5QtVJSIe2b32qf/GoJvs3O46kxbKZWNOtwAACAASURBVPEuINiddd28CrxWRJ9XavtrwH9vZn89//pbZbEeEXkP+PbSa/NaEV8D6B6dm4ghGtOEpy5JJuGhx04MUYiXguvz5JzZkrgtHODE8BpxzsAZ5gXziazMOeLOp1m0vWAxtWjK5Qb1m2S/SCuzB1TEcGpARH2ALmK9Sw9+tp9qBlkacpq6W0SQENBwAItpYtaEaMjOzBCXljLAJ70+yTe5oBmapRnKuCzCwSGHLN8MaXJWlVUkZS/mMgnn5ZYMgajY4EatXmU69dZiikrjkGSXynbaRMPJ0ZnXZN9pluDazCAjSJVz5lJIrnDXa5tE8/kcOJezm1RfGLV5qeOTYjPbt1IrmEXHE/vlq77X2TmFML5HuY31is0l3ikEXCL5ie1yb9P9R5IznUg5Oo73CnE2xFsdydLM8Vx3mUtEhTCPYU7ui44kBxxtraHavUn3vi5TmPx+KmcRbx77C2PV6G9GXl/5vwX+qZn9F82ffhb4I8Cfz///zVvZU8P7yKWzRJKdw04FPUnkZjuH9R3q8yxMyz3cvsM6o/eBU43sROiBjzTSdQdkkzp57DI5D+sctk22ZWMQwVSJlxvcsx3ucpsm3uRiIC7VCLQPdN2BrR+IJhwGz6GPxC4XZK2rRGSdwzaaov2giFM0E7VaTKtrurSsgvVdIvONobuA+vThi+qIg4ODpolkAKFE8zkLgKSH5+i2OJr0n8uyUFfrHGyaGoDLBd/2sx5ma/wUjT34VGyOw/hwOJ8mePU9tukm0pBESaFYySZyRiG5XpHe0DjV8C1OyTjPLShF3uI4IUsF0VKNITjkMIyE2tgExqhtLoOU45vaQiJMyfWFmLudQnaA7vhYF6L6CcFPagt65drLuKvduDDmduztOUpGskD01anObV67Rk8zTp2R8UxOqnZb56c3kOdcajoWodf3zUaHWgKEu4AZEu9oA5NXgNeG6IHfA/y7wP8uIv9b/t1/RiL4nxGRPw78KvCHb2PMoiQ5xBt0qZNGthHdDpgJMRcm1XV41xNjWsrAnCIevEY6oEcIGBuNeBeQLiai2DgYNHW37JJt2USIQgyZmPukm2vIywWrS9F0L4iLOI14iUQE5wLiItZZItGgVbpIxK3p3cqrVdmhQ/pUOFRIRJYnMFkniAdxhusCFrMc1Bl0yR6RSpxV6qEJKvsmUo5x7PxxKeOgF6zLRVEsTdSJgg1ZP8dD0ElvscE4f0E09cQ38lSqpfgU0ef3DM2vGwzQTDaK4LFCojCep0TOhfgKGgIuX/hSVyFp0EN57FNmIS151kiwfN9Ia3ml1JJ9pe9lbD2FXF+IWFlquEb4Ro34i/05VxXibc+j49jTTbLGkWa7JcpvIvp6j2BKuO052t+VMeG44lAsTj8jS1hyIu25J9dedJvWpmPRQRXMZZsbiL5kJQB2i5U9XwSrdHMLmNnf57gk9/te1F4MipkgAnGnsAE9STNd4+CISl7KOPWHiw6pmJk/MENULkzYyzRaEWeYJ8krarmN0dBNRPuQzhkE2yjWp55wbfVnSFG/SXI4JmXyOqJJVjIvSLHvki02pPNGkkRymWem+j495NfUMkQtafVKrQPQJT20kn1uk5TBsJjll9DlOkSsD6mVGkM1Xnr9per0hFSzENpiLYmUVUAbqUVKhNVq2s1ryvc+OwWnoy5cydjSefJDLGVc1jiSSjSZbJTs5PKfc5dWsS+QN3jJAUMhnNZue20ticGMiMkOKxdgYTrO/HO1udDV096fantWdEz6tuaiex6nLDimORm2JF/fg1mNAcY6Q/mftMR2qV2kwV0t+F65P7N7VTqSFm1aTDfvNo5k6bxXjqfaS70Tq3TzGx7eDykC3zjYGX63p+8HDmIMmy4RaO6xlzAg/S5PiopJkxfDNb5HhUQGOWiVmIhCPEgXcV1K3Q4HJe6UuO1w21M0Zm12syNuu7S8Qj/QuXSeaILTOBZkC9kPJFL2ieRTBw0QJc0FOPRoiZBVYLMl7jxsBOkDzgdKL766SNTspLxASAu4WSb+QvrmkkxTHhUpOrtK020j2CaPx49EVRphUuTZtMZNHmqDIUsaefcuyOTlU29+jeY7JqRvPkk4YjlDkTQpbrSdDw4uk/64RnjV5H3JFgqxZdvKODWeTPZFu68L9I8yxSSDKBF2E8kn6ab5MOYMc2K3zD1oI+b2PrUfvDaKz5KQNfd1tNk4p0L0tb31CBHNyL3arXMYchAwcR7lmPnYW+83s730c7XB1Gb5vjoBjjuRJftzzO3NNfvPCrO6LMrriHtN9CpW5RB3OrDd7vEuRd17IX04+j6tZhljWh5ho0gX8JoWJwv562BCiIKFTDaR/JBKkwnn9LDLReCdw7YbJJwmkjk9wU4cso34LtC7QCfGsY9HjZwlZRI4G5+pjSTSDRukaPnbHtu63FaZCrzOGWaSmmmy1D27SVlpKfKNkMrDDlFBK9mN9Qg2UklenCXHI9Y8bKPt9HOTBTjJxVVJi7M18oe5JFElB5wzGIWyQnGFZBtjJSHbLv8rte8+WpamcubSa55jMDo3oiXFQLMTKaSvNiXcstxDzEvg1U1OshTgR7mt1hPqcXkLF5NcE6BGo1Yv7rpItCH3K0RsU5s5ugeXs5H5DbqKSQaiC+OYZwwTor/e9pTUF2zXLMY1rajuatZ07Byt/fYcExJv7LXnuqOuG7C7cxqvAPeW6EVTR4u6iHhw/cC2G+hdYH/oElE46ibiQC5kCurGh8M1/4tYIkuhtv2lzpOIupifRSP6pife+zrZyVyRS65pSiuEmR1R6vBJRC9lXF4S4Xc5coxJkqj2ueEcJXpXqB05jplMkv63oDWixxdyzENdUouU5phCHDLh4yqNoDlKNEqLatuuWcejzZeMhFzd1ixjMM3ZUJHn8mDHiLgh+fL6co2R6kQkkhxTHXjODmo3UZKOJo6k+b5CihNNTrHUHSq/N/38Rwubx0i+sT93IKltVI7bnNlP90KvvrFmMweSCR+4sVha7Y+EajNilkK4tVPrBW3P7C/+ru0Cm0tSdwSxtRj7ucDXJQQM9SlK7zVwstlzsd0w7DzxpEPjCQDx4RbOYXd2wdvdnt8ingc4nhH4WAe2PqBdIGpXiZhMwil6Tl9mwrAJ2K4jnnaopU3G48MezqE723O2u+Bxt+dUjKcmXPjAUx+mZJblyTQ1N0XpZL3dosOCEumQkJYKiDuFh4Y+GNic7On7PU4jQ3CEIATvkLpzVrJvxWn0VEeSfieYKtKNRG8bwXbkwnPq6BE1YlCSkVzQ1Ow4bLyWMWMgZQBDjqJDKcaO7ZrWJ1lImpS+EG+aq0CVQEbH1jgTI3UD0WTo2pzDk9+/Mp5MPkMmbzTf4+bDNI8aITmVeu7GeZRrzpAIhDJegyFdm10TBLewifO7Gs2XsRBJE8vyz0t1mznJXrm+JZKf2ysSUR3UESxlBgv2a30lF5VxjHLWLXD0mmgktpIKO5os7ZZvwK0GYbB23XzvEYOyD5oi+9MDj86e825/yVZSB83FmefTNzwRnxYYi4adCu7Rnt1mz7lGHtDR4wgYPeAlRe7WGWxzRL81utM9u90lDzZ7eg1c9Ac+cYFnckLQjrjdJqI8M9yjA7vTC84yyZ+KEbJt5xKZx15Tii+kQu9JxJ/u6TYDqpEQHIetJ2w74jNNHTqAbAw9HdicXbLdXLLr0ky9vUDoAsFHQmfYJvWOG5lU+4huYiL6vMedHRQ7CPFQQ2jEG9qnziXXtfq/MpA5ISZPVYq7OGpGQpMpESQ926Y5iiado0vnqWOBqumbpBnJKZuSUYbK2ci0iULmc7XGTEMs1xKAckwQxAkWSPWBuUaebVyLRmprYQYMgsUk9dExSlat/eN8NdqajUHqXodQF5QrmceSgVtOQJwOntGpxZY852N7Qdu0tY7GYXFk7C9hu9pps5pXVTRdpZvvMZqMHEnyjdfIqUa2ABr5eLPn4uySfRDsuaYC1jbiN4e03AEQMEL+qKTVCPIkrBLAdolcfR/YdQMP/KE6kmjC4eCIe8Vy5CCbLCU1uuk+264dvZpIrrQWysbQ7UC3GdhuLtNcnjggYqSpTB22z09/F9PSD9l+zDrq2Gxho/1eRmLNHUOuG9vygnNEdTllL5KRQY7iESvZfLJdZC3N0XTubCmSk3RWsxFiImqClIvP156+RPJ9KKqDJntSFvQs2Q4lUrdJU1O66PzcNbtYTQg+/4zmDMGyQyrjaFk3R/9XonSasRcUeVhnx+TWWIv5DWkloWOO5Ba8YUqtMdS6w5UxvTgBp/MXkY1a7E0S0UvaqzZHWJHL6nk+I8U3hF4dz2yDgtvOtn+x80YI+7u3e0e4n0QPEFPxFJMk20juixfhAkMlTaiKpwdCl4jY9YHd7pITN9DnD0MgcknkwoSL4ImDw0KKFgUgJrKLuVUy5A9qsX/oI3GbSE9PBvrtgY0PbHJXD6RC7xBTOyiDVvslgrLa95vJWQzVlF3EIudA6vzpB7xPHT0qRixtnFGTxJILyjJQu1halM6QlLlIsj1kBvIR9em8zs0eWJMc0ZOi4zx+E5CSIWfyJi8hPRY8p06uHte8l+R7UQuzJQsoyJF6G1WLZpFnrjIcIZNJwbe1P6k75OttZJ9jmJD9MSzVJOrfbjjH/PdLlzXLFhad1RzFTq1F3AK3Ic/SXltwS9u3yRRqZjCXtF7S3osixZSrdPM9R2q6SG+oc8ZDP/BIhB1KL5F9f0n/MHBx6tkHV2txJ/7AViMB4yMGAvCEyEfRcTmkDUgQyzp26p/f5CWNH7vAQzWCwQO9YOsGPur3PL/YEiN4H9n0e3qXPhDP8/guozJEJYQc1bg8AcmDngS67Z7t5pKH/Z5Nlksu+z3PNh0XO8/h0BEjeSmYUNfPidmBRJMxW9UcXbusg28CfpMyhq471Ndanq0bsr5vWQYrjmZyr2OJxsBydE2kRvLFAUnjINIEyOR8LEp1ZnOkFlZL5ONyEbd2OY3nwMcmE0idRsTifJrvW0Sp9QfJXTET8iwyj6dpfbXZ6xmzhnnHno0RtkTS4B1MsoWZpHQFNo7pShbR1jza3yPTvyssBeH1fsztNgRcN+ieZznNj9fNO6pjtvyCBdupnlMkm+VawVXJanoh9XXtlldHOj5fDQxWov8cUKJAMbruwEYjPcIJygMcvQ487A489QN7EtkGoBNjmx+4PcZzjKcGh0yYkBsESATjtqmb55ELvKXwmJT/n0lg2x3oxPjYRfZBUzenS9lFNOGQs4DLqDX7SJN2DMlE7PrUFnrWHXjDD2zFcGI8N2Gjkacu8MwFQiwTxBLRtbJNKPvF5rVvLBpkAi4kv91csvWBXtOHdTBl7yKHoBwGTywZR0Yl0xZqWaIg2c81B98P+C6keQ353ppJ2rkrOzgLU/sT8lercxYg3ZtCutKl2kKaM2ATsiw2SyZDQ/pA7sGfkn0lhSZDENc4kgbFiVjINoUkAVbtP49FFySVplYg82yE5lgrthqZYy4LlcL3vEbQyk1LZFwckGPMYCLU7iNGaWiCudR0jOjbGklZQqJG3G1W1Egrk1bMI3YhFXBnjqp2SRUPdlNN5Q4lHAPsjoj+2CZMs2N+hLQczD/Pv/rrZvbnjtm8t0RvB2W/77GgqBg7MXY4ejQXV5UzMc6yTIxGnlsqjDrAkXrP95Yi74voUuQ86KTAt6QpelLmsJPAmQsEO7DXNA6fibrLZHwRlX107A8d4ZBkIYJQ2vFERykIwOX18Xtgo5FgATpq5N5iItsMLo09NJpojcQtL7iYJK30fMQmEhoIUSdkX//Pv6tkFxv7Lkf/2fmkRdzGjEHECCHtrxuy47hC+EaVs6bR80iM5T0QjW1nIbiY2zBJk5OCjhOsWjkoR82T+TjkD0KpazTZQh1/zjYkv8CK02jfh1m0fwUtybfZgjLLOLLjaEh44gyuQ5MtTJaX0bGgXWRI5g7pJhwpQE/+Vp3HC+jv7S08QthpLstou0plzdIYx+3ftXxzpxH94iZMZvZ/zI77e2b2B29j8H4SvTF2dQBOjS3wgI4z69iVbZcAhxKI7Al8LJd8yoEnJOnmiaXWx2dReXbwDIOO5Ni0VZ74A+caeYeOt23Hjo49gXdkz3d0z/v9gacGwYQ91Gj+YMI+KheDSztMFVJwltopNwHfpULvQz/wpkYeiab1dyRlGx/rgac2cBmVi6gMJgymlfhLpD+JvnNXi/aBbjOw6fecdXvOXMiZzzhJ7JlTLoszCo4Qk80QXEP2rRSRI+6s57t+oO8Htv2hZjPFaQ2m7INjiJJbQB2DpLXzI7kbRxrppjRWZi1fXMp41Ae8j1dkq6WsIQZNzgTGLKGQaavh+/Ec2gXUxYlsZXnteotSbaIyOiQBQSZRfbFdC8JlbkSpTeT7ly5ArmQMklfrNBmj+7nO3kbwUmS0NlvI2VG+Sekahpk9YUr4bZTdykDz2sV8hmtbTynXUorRNGN3rTzUnG+pblHQ1LBq62fJEtoiclxwFC/Q5XRr2N0R/TWbMM2J/ta4n0SfYSaIGr0L9CLszPOunfOQR2zY4qWnYwfAJU/4bnyfb8uHvC9P+YiB5xI4xCKtaC3EVviYdHeNnInwiJ537ZwTTlCUgx34SD7hQ54lJyKBJ0SeWOSpCZ/miSGFiGtUnB9SdRHvB7Zu4KFGHovyDht2lt62vQSeyIGPJPBEA08t8DQqz6LyHDfKN3GqowN1wTPvB066gTMXOHeBU4FdfgL2GM91yM4u8MwpFyHVNPZwVbop9jNxuS7QdYFtf+DEH9hlR1IShQBcZkeS7AaccwyDZxDL93u0W6LxCQH7dI6+O9Dn7qqCaFKdU603DClrIy9zcEU71nH80kWcD3WGsWpE81IVNVPKTiTm+k0cNGUg2SlJjcAb+zNHIi4VuCfS08yJWMgTpobcYjrYVUmokYOKIzlW4G6diDip3U/FUVXCn2NWU5DCIJPM1qZZUv6+TGKr0tmRjqXqTI5JT61UE8u9Ykr6ZRizjGPiTG6Sdl4IhsVbd928JSK/0Pz8tbzM+hXMNmGa43eLyD8CvgH8aTP7J8dOeD+JvrypYXwnk1zjeMgjHusX6eUBnTvH+3MQx3D4DpvDL7OxDT3v08tT9lzwQZZYhsEnrfegEHLprtGRA+BM6ejYcUIvyYGc2CnnPOVTnvCUSz6WC74tl7xP4CDGU3L0GRJBEEp0M33KklyjSXKip8MTLfKIwCO55GP2fCSBjzXSNREzMEoihzEjmb/zKkYHnKHs0NxeCnuJnInxsSSSfiLGU7GJ9j8vfCYZoJWF0nr+G41sxeizPBSBvRgXGvFiXKjjorx31o2Tqdqianl/Xek+SgVor0av49IVZPteIvuYlgIYNFI20Q2QVi9sHXdZWKyQvSTpzDnD+6GuRzR27aXaiIgnKoTB6nnTejlFF6QsiTN+RKtDzCSfC9VtxpA2szKiGrFsQYnCQCL7uUzUQqaZTys7lVtoJonwhrJQ3FiUrjHxrK5wheSlvV/NrTSbZiHkGd6t7DR3UuV/WThXc++skvbMgeRrSM8mVxzVFZK/U6LnRSL6D8zsh286aL4J0+zPvwh8n5k9EZEfA/4G8APHbN1PoocaYZQVIoNBj+Nc3uXh5l9G/Tls3iCcPAage/o+j56e0O1P0Ojo+IDnMvAt2VepgUaikPzh1kysZwhn9JzxgAf6Nhs9R3A8sD17+5TH9oSn9gkf8iE9H4M840IDnx6Zhl0jehfYucCZCOd0PLYTzu0hGzZpSEQu7IJP5SnflWd8Ry7pJRAIXEatUsYE+aGUvPTyVgMPNfJIhHMcj+hx+akIEnnCgTMJfCyRnlDbNkMcGAatLZnFdiEw0UiXM5ITjTzUWDOGVAMx9gLPLTmAT2MscXaKlF1aztmM5GCLrFHsuyTXbHxg64aaMRRHF004aOQiRvaqXGSy29OPxd46qWZBFuoCzqesqs8zq5MjKYSeupr2efaxyPg4jWSfbI+r8lot7qqP9Ryq6VpaMp5IT4OmGo6ASd6JqZFyxs9k+uzXTqT8OSrS0wS5UB2dJYc3pElykv7U9Lg3KHKQawrVrfRUbZOeF5ezhlKgzvUnKbvutWTbEryzyfW0x1UHVArVc8Jv1p+a4LqM4TPjTjV6jmzCNJ6tIX4z+zkR+Usi8paZfbBk7/4SfV5V0WIieiewtZ4z/xV447dz+fBNhrNThtO0zG//4Rts3z/l7JMeuxhw0fGUS74pH/Kd/BBSUmuVvKxCZNsfeKCRN+l50855Q7/Iafcv4bo3we/AArvhU+LwhIfhA07Dr9PZ/5dll+d8pGld+rqUcNPp4Xxk6wPnGnkbxxfsjHftbR7JW2zkDCcbogUO9oyn9l3O7WPO5EO8fMpeDly6wDOX5KXgYkrRBcjaedcFTrqBR37gLRHeo+dtO+UhJ2wtOZKDHXgul3zCc74rF/R6ACLRHxiiMvhIHGLdxKPKNv3AZnOo9YXHLvBYhEc4TnB1xvGewDOJfCyBraRF3rRx0tT6QqRs+N5q/yebPSf+wEM/1JnG7RyIvcGFJqnsiUZUUkQvMkb2JaodnZTVTqGuS9ewdUN1Ito6EhMus6R1qTHZFUPUpbhAZ6tMLshOZd6D11gL4mVexhADh6AM6hGNxMERNG8go1m7b6PiRnZSFyeyU5l/AdTC+kR6cgaa53EMUom0YkF2QsdJgKVxoDx3peNJskRkB02vCZK7ZuRqRN9mCn4sgrcZw7xlVgYZbeY5HJNC9VJNoe14uguYYXY3e8ZeswlTe8wXgG+ZmYnI7yRd1XeO2byfRJ/f2DA4iE1Ebx1d9yYXb3+Ri3fOiOeKnBoWhHD2CPOOHXAa97CHN+J3OZOPx+aT0gJZTqPpoezE2OGTZKPnuP4d7PQ9Yn+CqaLhgF4+Yff8A/zlA+Ih8Kk95dtymYkja+jFfm1FS/adGBuULRtO5SGn+g69fxPVvEZPfMYuvMlJ+DZqqbj8qXzChzrVrOuDkTMTzRuf9MAO5cx6HnLCG/YGG7aoOKIFLu2CUz6l5xOQJ+z1wIWl1s4LFxD1k3OUpQ5ELE1UE2Mn8AjHOT1n1tPjcCh7Ak/kkg17nAxEjRxcYB8Dexc4iMsZwzQPF7Es2YyS0EM1zkjF6jFjMJ6L4ZoQL+ZIWVxMK2giNVtIG1glh6sa6VxaH2mjkZN8njLRrRTXW/KH5KCGrLGb6Vj8hEpaZdKZcyGdw6XW1rHriVRYV0XFZftdXmpCiEXnbj/wJVMrslZzjlKobmUny8V6EU8QQ8RN6xcD00JsCULKORrZqcho0/ZZSZP6ghJzD2epcdVC9ZEi9ZLsVBzJmI1J3vKRmuEYdn2humYh4/XcDYxS/bkDHNuE6bcAmNlXgT8E/EkRGYDnwE+YHW81up9ED2O3AqQedUBRpDvn8q1T7IvCyfnAyc44DPBp77mwM9zlF9g8/zb+8A0AnhN5EjouLnrihcMuc8TQjQ+AY9TnvXsAmzcYTs85PHxI7DwSAv75Jd3HJ3QfB06Hb9DZrxCwtLnJ4Ah7j+1z6tyN3WFKaad0dObZyBleH+D8W0h3Btqh4QJ3eAB7eDg84bt8hEOIRupqGZS4d9hh1LjbQmonRo+wo+PEduzklA1neOlBYGvPceY4MPCES/q8sHKpXZS2UAtpo5dW4iqOsEfYZGdyyoZdzhi2EnGWuoieEdkSqmONUVNEX+oXCyj2t/UalA1S22gv83TaPYnwJ1asIYymt15gnH2c6wtdPk+6loQgaXGLmH/vNbJvV2lsaxcZMnOELjtjL6lO0U0cc9I7ogpD2TGtxaSdNb+xxXYzuU1z1uh1mo0McbzOUm9ZRNHToTqqcg7JJNzWFwrKHvH1dW095AZMI/nxPMkWWbJhlIjK6/QGBaXYWGpp/Ux4oWLs9Zau34SpHPNTwE/d1uY9JnoqOURLPfEdHfH0PcLbjvN3DnzlQc8b3Sn7eODXNk/5pjkunj5k861Tgu35UJ7wrQgfX244POuxZ4pcUnfwKWvo9AI769jKGc6fM5y9xcXbb3J4vMF2qSDnPt0Ru47d5af45ycEi3xM5NNhy8XzDfFZciIFkguAfe7oObOOR5yzc2/Sb76CnbxL2D7CvEcPl+izU/rwnD58E0gdM8+icrHvGC477FLH/vy8fEKr/z+g4yEnPOScM3mH3p2jkiiti59CgGf2FMfHIKn1sjqRoRR6wfxYwOxcZOcCp2I8wvPINjxkxwM7Y5NWHWKwQxPZHyjVy6F0tBQnUp5PmNjvNXBSu54cD3Ds8LXG8FwGAgf2kia+FViJuEMjAZTAuETCmiLtEs2fitU9hNM9BsxqRN/sfTVmaI0TmUgdGnOBNxWRe41sm/oCgNPIRVSixBTVl3XaOdImXncSG6N57we8C/RulIXKM1EY00xQdbNNXBZ4RheKyJqkweIw5h1JJUOqm8QskX1L4DLWMEp9oUbz+bi04F+eCNe235b5Gwuo0fxCfeEuYBjG3Ug3rwL3l+ghRbAKh0PHgUz021O6N2IleYBeO37r2TlP3/yQjz7uCKdv4z/eEULSdi8uN9gTjzw1pKxuGKTq/8GSHgwgsiFsTxge9dhjwZ+l3w8PHBf+DP/kC/Sfvkm/7wgGF4NnuOiwi+xElLxsa3pYWiiKyga6M8LJGwxnOWMYAp3r8OGCk+EbnIYdSJIWQnDYpcP2mte3Ie0bO3uQHUJnnl52dHqGd+eoe5DOG04wC5yFjznju3XXrRCTtmsHhUMqgKVCmUwWCHT5q8extQ0btuzkFMUxWIqCTrlkxyW9jA9LnTGbO50QS9lI0+2kjf0NkiQ0G1cdxVJB+TmRTsb1heqM2WYyVtohS2q7q2TydkAvRi9polqfr7+sZhAwLhbkm9RaPUbcRm6NnGU8miP5kjG0CBoZTPAaOcwE5bq2UDspqymKFoItk+HafggX/AAAIABJREFUOQyR9GxEc/W4K2haJCVfa9qUZUSRa0rWkE483mPVTMRhZnf+vxiMfmyC+dIbRiJsMUvdPcYLZQtp4Db9/w5wVzNjXwXuJ9GXN14Z+6OBHafsH53z5nngje7hlZe9d+r59HHk8PAc/y8eQMjr0GTZQ4ONkzHyZKmtGzgT4aHtONE3sZN32Z8/IL6p7B4PnJ4YZvCsjzzfe4azB2z0BGdKEDgEJe4VOZDWQ/eS13BJHSsnLvAI5SE7TuQRffcOcfcmhwePODw6IXaKHiJihnv2EK8P0NxWOmSd1A55I45IfmBAfYryTjTyCOWRbTnjAVs5p/NvpWJydoRu7+jiM/q4o8PX1suYo+K0BG++iTkd9j5FwyXaPqdP18AJp/KQjZyhOA48J1pgZ8/oRelhshhbJbMCLRlD2qFrmyPtMxxndJzZhi0dPR2BkLX6yI6AI07IuCKOtqlSRGnZzDUAxtbTTaa6yxxG7mmi+pZv5lFx1p1rtJ2vodQYtg3RlyEF4NA4EVWWlWCZRvOSe/5LVjLX/2Mm1qhp8b92BvP8DlXtXJticnuOK/o/kxnQVOmF5CwkP0NileTrObxN7tN4nlb/T5KQupg+fzLq9Es3Z7KWULmO3JRwdxNk71Sjv3PcT6KHpkdXGAYlmHCqj7l474x/7cHp4kve3jzg/Tc/5MO3H/Don7/L7tChORVNRJkfgQ3oSeBkd8k73YEvs+U9e4+T7Q9y+c73sf++LY++eOCLZ543+3Su93dP+TUZuPjuGbtffY/N86RRh+DSZh11liCwifS7A482l7znIt9nD/myfYlHmx+Ehz/I8/e+zOW7p9h52tIvXHrCqUeGL9E/fY+zwwN25ZFulxPI+87qNq2f80Z/yRcVvmwnfMW+wLvut3Gy+a3IyW9hOHsL65JI4Z59Svek52H8lPPh2zyQ77KV6Ye6PKhp/ZwDu82ex92edxW+zJav2GPesXd4pF9g497Ca8oWol2yDd+BAM/tku/IJVtJRVbnjKE8wDG1DGof6LcHTjZ7HnV73naBL4jnPdvxFmc8sDNOOEVRIpFnPKXjE4IYTyTwiUY+dWFc/dOPUyfT4muj/Yfdnsd+qGsYndOxM5+zhZg6pzjgZEirnGrkwgX2fmDwSuw0yUKlgJkXdytrC511qVvowUQWym2tufX0iZUyJgxeCSEQfFm/p5CyVfvahbpA3TZ3C7Vtp62TvtCIj6PzS11OYZzxrDPZqWkJLR1JpZBcpKvipMvs7EPuRBomDqxpD8UmnWblGtTFK22nrexU2k6RNLEuAmWewbjW0PSzOW9tlewU7wprRP+9hgBdhMuUlg+XXZqFqmAPBb2mp+orp1s++FLAHv8gX376Jd507/PLm4FDn9L6Nm91mib/7LLkIXpC2HTIzni4Fd7ePKjHvrt5QDj/mP/ni8Lh8ffz7kffxxfk/2XbH3jaWZVrSrSheRJRKZIW/T+cPGQ422LnQn8e6HpjCMJ+ozzfv0H3yQ/y7sX/xZfjr/CGf8L7/cChM2J5pzVr0PnB3+X+/x2ndHqO9G8ynL3F4cEjwi45I7fdsVFlOzznnfBtvmTf4Vf0u3yrP/C8H9K2idm2uDzBqLVvqch7Io/YuLfou3eQLk1Uc2GPHk54DFyGCz7hOe/rp3zXH3jWHRh618wYTpGh5gLmVizXFxyP2PLAznjIebpX0hMtsOWUzlIr5V4Cz/WSZ/7ARZ9myqaOkPyxaXYK81kzT9mCck7HI9twyoY+T7ra24Edlzh5TpADBxc42CGvRJp2AAt5MbXUqZI6VLwf6F2s2cJpvo4zHJumY+gSo5d2WYdDzXQwYcDXrpViX31yYiVb2OWsqmQLZXmLIEZnkjKRyROQnHu1PVtCuhBwaQkt2cJG45SILRWmVYo0NC47Ukl5oe20aP8uL2nR5TrGvL4waKwdQ0PORMKQ6xfztlNYnImc7tVRKnghGEZcI/rPDzKAXToOJnRygnt8/Ztx6ja43RPC9hRPRzBh2DvkOchlSB/QrbtSDFMcqCN2Hu2NE39VbDzvtviTS+ImtS4GjEPQpJ8/NwiGqSZt10Yd2KF5rqrHnCf2im6Nrje2G2MIRtgJYecwn6giYGmd+yHbvyQ5KZen1TeRvqM8kA7cNp/DE7bp4yHRCP2OTlPjIiSyGMqyEIcsD2mqXxR9XsVwCI7UkeSkR6VH9AS0B00Pv4Zkt8skEzAi5CULMtEPAn6qz0/Gn8/hpcdJj2ODykCwfb53CUl9S3JFqQGUor0R03o4TW2kLHBXrsOhtdDrRMffVfuSl4XO6+oYqQ6QN0/B5Ip96jnGc5FHNEe0sZDcFntb+3OUFt12/+P2/2RXRrmstVs6qWC6Q1hju5XDUt3CCG0maWPdw2ZLR1fI2PG0hEXJbY66ho9MaxdilNVF5+f4zBudFJgR7fJubL0CvDDRi8gpcGGvc56SYbmX1kKKXLbdV3j4+Po3VkXZnERi1xMJXJgwXHrkeUSfD5hXGKYknh7OHrqHDI96Hp0H3t28ccX2idvw5vkzvvP4ARs9h0gulgq6DykV78YHwGWi7PB0skP6RxzOzoiPlbNHA+88EE59xxAj7/uB7zz37B+9Qfcvzulj6omOQ24J3ScisH4sNDpS//yWDTt5hO/eJJ48Zn/+iP3jE+KDVHkLz9LHxD95h93zN9mGRNBDFOIhEb0c0hR3gkycVI+yo2PHKRs9x3fvwvYt4uYB5jokHFDt2ITnnMRvs6Orxc66/k/u6EFH0hjnL6SM4dR2nMpDdvKIXs9R2WD8/+y9WawtW5ae9Y05I2I1e+/T3iarsqqcxiqEEI1AphNYQhZINljyg1+Q6JEoIYFlJBpheECyeEA8YAmBQSUwYGTBiy25HixalWQsVMguq1zloqgibVc5b96bp9n96iJizjl4GHNGxFp77XP2ydy38mYqx9U655691xoxV6xYI8b8xz/+EanSEhJsdcNCVjTTTufsf+B2TzLMgRYqJm1degyWuqDOGX2vPV48nQZupacm7dMjYb93YdK/UAqwTYZsTnF5dKXL9ZuEp4yCjKzFlE/LEsf6RfY/OaSIUjkrvhaRujmwEBmgG/vyGqrcu7FZay/wFcrpxH+hOdox0tAnMdUwqhkx+oT1AngfrYv6HcVP69bWoYfBsH/d60hOyD5jyEdr/iqMo2g7v2P1kbEjPGf17hEDPUr6CofE9wZ6EXHAPwP8s8A/ALTATETeAH8eE+T5/77UVX4XJuVasGoWAH72CT++OI7PT+35Kbx+YVIGJ5oLNpZiGr0vKAQ3QPYlI1ZfkxaOs+Z+3O+nTk74zqcdZ81P8nJXU1dhKBpLyKyeHCyjlizPU8kSrU8IJzPcqfL8BL42O6Vy9vWa+y3tRy3rrz3h+bd+F59cPePMXSM+GaSSBZ9KtrbHo9eK2i2R6ox+cUb/ZE564XCnttVNp0IrC6rN15mvvsHH65e8cG+YV9H8k89PYu8LVpgwc2bG5vHPkCw7EZanpLrGxYivZ1Sp5zS+5WX4Ni/kmmWmH2ZRwskx9v2b/k/FkiUzTg3/989w3rSGUlhBgGdxy0e64oW0vHLWpCQuHWVduBxUCtRhzXAGP51yNugYBe2otSZKZEvgOtcAGh/Zlm5nRtpm6XwueHMtOhR5l/hBWdXjiJpo6PHSE1G2Etlk310VCN6TvBvn0MJeo1eRxC49BgsRFow1gI6URSOV6BK9i3TeG6bu0xgYp9DNpGA78v91T8MIbFez10HsbQdVVQlNaVj33oZlrxCuQ4G3KJ4eahgFcXR5dJlROQ2STMMOh7GmdoQWWrqFq+pxKJH6FS/GPgSh+nngdwF/FPiaqv6kqn4C/B7gF4D/WET+uS9xjd+1aQJpFbbWqg5GpXyfndaeeFIxdy/zjFmFmJCYxg6Qd2Qm7h2l/LlvYAHiljQlB0r55hGT/Z1jp78n25C8/SxBHmDhGprKBn/j5/jiuxSSo0FDEixDK8qW1TQXLDP/ci3CilX2Y22E5D0isz0opODFKCOz5xh8gEdyXqHOoVWFVp7k81xaV+Nkhptcktambz41Sm5wuns+CtThJAMfppNs7841iHic+DuvG5ulGG4iegdaMSjFwLMRqHGYT/upP4BcDo8zadvXu9CTHWc8ppscZfz9EfhiIgMwvJ8j5hkhqP33tW/H4JHp2ofPeur74DXuyM/gHZnzNPM+xt1/JHufPP1jWCI+6PH9sIdAN/+EqvaHP1TVC0x058/ItNLyFTIpd/UWtu/q/Duwj5sTfv3Zhqb+lNNMPVOwO4eOKWYRwSsYuvoGalj4d98/67ME8484XTd4lzMKVZtar7rHs/YIXp0FL1eTakc1U04OagCV8zyfO86fCWn5gtPzM+ailrXCUV3u8sWuqa05ytXE2Yw0c8hcaRYJ76GvhLbzhLMFzJ5zsn7CKY5KJoPOJxzow/XXWuFdg/MLtD4hNXPirCbNatvJqOJ2z6k2zzjtz1jiqaXPDTgHGf3ECu5cUzFjbjUYtzT+f7UA8UjvqdMzZvGcE12wFEeDFVulUBIPrOjBDPx/9VkvtLadiZi+p9eORGSuM4OnpDXf0/OSbXrvn/LzvRgvv0Bc8ywOUazTyFICTYZIBt8TOqUcCZADNLR3DOtOBmhJRISFwE6hzrsAY7j4ocHpvozern2dQFymflqgIcTy23pg9vh9Cmf2vdekNem0LfDTtDN5r9nLpUFUzvtoEGiWW6A0UDGy2fZyr7IryWyhx7Ef8GLssSD/3Tznt9ukToYdJ0ap2MUnD3qtE4d/knDNSxat4YrDwASPZbuZWWIc+iUz/xHh9Dn+eeLj2V2O/tSePImE0484OZ9RuYO2aRGbFZsZGWdUnHJKU31KOHtBfFHx8rTn49nTO35/fP6Ubz27pj97zqk8ZyEcZRWIYF2rojzNiptN9Snp5GO65yfoS+HkWeDJUpl5RxsTF0D70Yz42ccsL19yRk3lwl3M1WWOvssdsTrLHb2fIrNP6E9f0j17Qv90ZruPBKnxSAjM1p9w0r4wdotrqYqQXLlhFw63S8ydaec/o+GJnnIiL5hVn+DnP4bOnqO16QBJf0K19SzjLU/DW57qOSfSUUmRBZ7cAMvgczd29D6j5ilznuoTnspHLNxLvFsieJK2VKmBBDtaLthyItbNXFeBztcmFFYYQ5lNUmfGzUnuYXhGwwtdcqYnzJlTUdsNhBYnpl20IbGSyCoL1XVeST7tzRn2eQBLlZkwpZvXjlGxoKLRXEzPqqSeSHSRjkTrg8E32beq5LI4k/kIWZG0CgOj54nsdwyDdQ071AKyjyQMvknJoXH0PcBOE27+lNEzd3HoGD4Uk3OQI1hF9HEfvoFMPph8toUamllDpWP4MUzhBxujLyYivxv4D4DfkV8ngKrq3/Mlre27N8kytrUbIAUnSjh78XAX+QKJWIYtSUdiLkZla1xkgTDXGZU7o1ssaObvv3BqByFH4JDcgJ+jOki0VlmN8ZSaE3mC82d0yxNYwmlz/46hqtTgkGxpquRH5tLnL9GJwKnOWMpTnDd8Pp5U+HliPlNOasfMeZxAXSltjUkuiD9GCBmapbzXiXRDw1xOqNwZ2pwRF0viwmoZzIAIqfekugZvbKTCark7k5YhE6tdyoXYhgVLZu4M78+gOkHrJWm2GJYk/QLvlpaR4/FyAFNMBc1cwrtc6BXrtJ0zM/qpmB/vFggVop5KOxtgoxWNmO8Buih/l8x7Sg3NTVgLHAu1Y8zznwZf1SQSDTWNenwupBaWyzA+MTNJ9v3rUIS19+Byx3BFk7/yndouwZMGGMdl/1MBsWFQTflOiVqBdBCr2+8YLtRQsPpGX9bMmKkPujVZvmCghk40+YdC76RjeGA25d2Cl5G7X7L6VHY6B/i/TduyHe5YY9B90b/vyRKRx9G6+TLsQ1g3fxr4d4Bf4c4m+qtnQ5AIdtGFDxSetgJspENJweEyPi9H5l5GIkpAYhwE1N7rG+gJ9vwew/9TMojlvhcm++X7Rm+K2jayU9CUWymjzU89VPQDhi2naLrz/tIU3FRbQ9JIRzR6Ze9HbH6KczM2KQ5bWk1ISiNMVbK5DN+g5tvkhTPdL9qoO1Qg3g3+cXIpqkZEo92QC8dTU24CivmrGIlqQ1kG5kqQzOjZ9z/Nz8p7KFK0SkA1ogP2auMnrRRS1u5GbJ6RGlq0l8aHEif/lWYvW0PMv88MmeQI6QhVUfapp/HoMXQ4XzFfZePP7TM7pFgOH/8En0+TGo8dR4myz+SZPuz8HVIsJ6whpzD5OYz+k5rg3fTbW3zGyXPKoJY9kboD+iaePf/l8Rim2Gf1VbUPCfRvVPXnvrSVPKZNaHMuBxaAOJs/2IXLevYdmI5231khNkbbJeRswDDiGqFCvccf4Rof2sw71rlpKyaHdIr0I1YPMnCfG7WynIhHK49UBqfcZ1Wl9H7kupueizF6tGK4RReOuyHCDeIakq9QL/hKqR3MnGfuKqCnrgPUoH68ZCxY2oHM/4SeSMnwHBWNbZFcTaprtHZoI8bDU0iNQ72H3GCDlglQMhQwj6UWtv5qLIW6BlyDVrNxnb4yrH4onMoYfAqLRyVHr4NCI2ONpJIGocLJzIrK4o2el6Ys+uyXyQ3jQBp63/eUp2//1dSDv1IAPlboHbSE7kksSv1i/xgyFHhzL+kd3+U+P13/YR2jaOcMx5HDgq8O7/FeOwzEBzZIPhy8j2I995MVHmJlZ/QjjP6u/Yci8l8D/wdGsQTg2PSTr4QVWVujmDB3kf7J8sEvr3LA7lRtTmcIEINx0T342qYmvaTmCaZB3z1b8vHJwwI9zhQbQ6iQXrN4hxhG75VZFXkiwnM9YSmmodM/WTB/Evm4ub8GMKugrey991m4SyLDDUQr8LVhn09xnOkJi+oluviI/skp+kxYngSezypeNqcA1M5zU6+5miuptoakYdsxlcmV0hkbWfpo3HA9Yelf4mef0J88oz+bE888cmYDJjSCBiEsGrQ+wTMbGpBScgdZmeG4ddboOcXzhCWn8pymeok0L0mLpwN1EwDnkO4Mt11aM9WdsMxeC773Omr04DjVGaecGj8/j54Ut7Qbb9pQpY46XTFjZhz4XKAfJXVzQTPj/26iiDnVADrTU04yddPhLWgozLWlkSpLL5ei6aT2MhHnKhO3iv+iAXRGnSGumpqKmOGaqJplHKJpDAHVpBhaIBARBvx8OgNgeY8GUMgaQFGgyTTVSgwSG6Abn9AiPVH85/VPZwBMNYDK51YKgkl06AHoxeG9Gn0zuiPQzQgNFX5+oW4+huV3/Ci+vgz7kED/LwN/B5aHlbOjwFcz0JP1OZIi0TbCqX4488Z5+8MLY8anyf52gnNFx90br9o3pMYxe0BGX00oAEZZK/h/oTdaptFgHHqfGTFaCc7pOyUcnEAZmxMhB+IDvKfsFpDMuJll/w4y27GaVHGrjD0jDBEmYpome4G4xJy805nlblVj9DSor2wSVaZs2vi5zHmeNCvdIaFNvovDMBaMGloYSZLfQ/I1OGe7n6SoKcRlyuW+6eH6D/w3eceT25isq1fyzgHGncJ9NYty/idWOPqHWbbLvRhukne7gc/1cHih3GAKo+fwGIXRkz7Q79T/XidsdjHt8A2UjuhDeYVDX/u0x0OmUsm4p7uTyMM44YfHmR5j+h5+lNHftb9XVf/uL20lj2nC0B0nMSF9IKQPuzwqr1CdsMhKlQCqisSI9EroPLfRc+U7bvWSj7pzqtuO287DezYOc1cRZ3MW1DgX7UpMGQPpE9o6dsFzrcoNG3bpiuXuHL/u6dqGTWxZ+tlR37UXUmNwTDO5iCWpQTg9xK5iGz3XdcetrOjiFbP2imrd0u1mdJ3QxkiqEk7cgNOLMw68iKdRN35JEsbTDyaFEELFJjlufWQjW9p0xby7xu82uPYp9BWpE+vYj0x2BP5OMdZgD3uO9kIMnjZ4dipsSKxlS8uKGG/xYY3rtmjdoPmGJBmjP7SCzRr0lPF/7wjBsQsVu7pjRWJFy4Y1p7qlSRtcWuJkA1Ro6gz7P+K/4NGDjACO6D0hVHTJ1r9F2RLY0dHSUutuCPYj7zpN8PSCLXMHjy7yDSFUhDqYf4WtJDoiHWEI7An72RT7n56X6drNNyTncN78dz7R+2AzCTRP8SLl26H56/LfaViz7Mk3aHTjLACng/+UlJhMFK1Pjr5k8jKus5/UH/akG45IQ0C5BzuSs+Yw5zzB2bXt7r1Df5gpSs9Xjnw42IcE+l8Qkb9TVf+fL201j2mlJVpMPOmkCoSnHy7tE8ECgabxMcmOhy+JeLRyNA/YNNTOGybNJKMf1m0PJ6OGeyUN+DlpVtE06d4gDzDzQqoMUy67ejHQeHiODDsGodGaKvPb46yGGca4qeph51A5z6LyuEZJdYWX2V4zz57lH5cawNh1uyDN7D0wAzdTfGMSzqETUm2dxW4Cr9zhou/5zhx9KhqMDYOfk5oFcWY8fXvvCa3miGuoaO6wbgaefmYMFcaHnR/rui06PcbRX2StHg8BnNtk1k2NV2fsmHuyxGk2aZ+t9WDU+RiNzKloBkG2JJE6a+t7hEZKlntAm5229k/8T3cl9j6qQZANWjpCfo+Cz1r9A+vmCCup8M9Ll2ot052P2xNkiwhdzuhHPJyR0TNlxkymR+2do+L/GEc/d9+2x9Z8OOBk0nXrXN5VCcPn/Bhm0M1Xl6PyIWnuPwb8koj8uoj8soj8ioj88pe1sEMTkd+Xj/1NEfn33vnk6WeXGR4eYPHw4808I8cyyx8cBnkoRSKDDlLt3lkoLda4mlTZVlpE92Gh6cAOsYKcFXoNGvLvuVfV4lAvQxcqkOsUuSh9cC2a/1wobSyYWyF2/0Bz5/GVon6/p9KGM+tIES1dvdNzg4dS7K2sCOtqpaoTvjL5YSvI1rksWbLtkpkBBd2a2J5/8RN4yA+P5O0GIjIzCGxqecegB4yh/WNIJmXORojIGxRlXbczfO4WPtZtep8NxcyhYF0PQX7adesGyOWeYiwcLWpOb4Z7omzq8tjLKhey79Ys7uuw3TsvQzH2WMFXhnNxWER9pw1wytiMNZ6nw2Pl9wl8L0XVx4Ru4gP/e5+JyE+KyM+LyK+JyK+KyB858hwRkf8sx8NfFpG//10+PyTF/X0f8NxHNTGA9b8A/kngM+AvicjP3bu7kAkulxKEnptgE6Ieas9nFd9++jV+4qLBnQWYzWG7MvdRSdHRJceWnp4OTRt8G2njw+6d3Ysln+onnMz/Bpv5GWXApvQRbT1d8NwkYS0tnd4i/RrXRkL/7i/h03pOfN5yWv8YH/eOat7TNwtLATN8EzvPLlas6FnLlj6tmPdrXBfp+4agB7RKLPDXdcfupGHZfMKLzYKlv7XGtMYjvQ4CciE4NsmxIrKWDUE3kDpcDHs3A5NjzkXZWojzJbV/zpNwwomc09Q9mzoZDBMZ2FQxOXoVtiQ6eiIdqi1oNKgGBglcrbwVkKsFtSw50YUNEHcRXwZPTOr2qHVb9moZaUe0z7fQKdX0jhAHvsFFU+ScMc/ibZZp+mnnbR6FOIzYyw0/U8rjtD1eqKwwaiz6/Ke3mkrOqE2rfxwSYjeskb45whs6PIodsnnsZjYOOXdFp+cwM55SHov/yVP2JRZK4NdBd2fg/0sZcHJYq5rQNzlOffRix/SieJU7u5Cyq9GpsFka4dcvy0ym+NEy+gD8W6r6V0TkDPhFEfnfDuLd7wd+Oj/+IeC/zH8ftQ8J9N8B/hDwjYPX/bEP8PHd2j8IfFNV/waAiPxPwB8E7oGR9A4lLH1g4ellc8JvPnnCU53hm4DWFeJrqCu0dlRN4KQKvKTmqXxkXZ9PG5417/cNoDNhISc0PhrVsKpBHDrzyExpqshzB8/1lKX/hHT6KfFJxbPlu0WYGlfDvMX7M057h68SXSNo7a0QOhOqWWBZ9bzA81KfM68/IZ58TP90Rn2aeDZzpskzsblvWM7WrE8qpH7GCTPm7hrfREJdk2YCjcAs0jSBUx95ScULfc68+hSdv6R7ckY8q/BnifkiMWs014kT7YknLhbU1TOW7ZKnIsyqaDeSmRrO3eTBIFXkzCVe0vBMn7D0L6nqT0nLF/QnZ8bsWdglmhqP6wPV7Bn1+hln8ZRTcSxdoq572lkzoFquSVR1ZF4FnmT/zznlTJ6bWFr9KTJ7jtYnqG+QsEOAJm5ZxHOe6AlncsPSBWZVZNdE07vP0ErVBJqmY+7Nf5mj+0yfcCbPWcpLaneKSIVqwOuMlCJnuuMpG55Kx4nYVLNt3ROasZbhfKJqIk3dM/c2zOSpCM+oeKpznuspM2Z3ZvXagJPIShJrl5j7QFdnPf0UrQEJhmEjxf/SR56I8lQcz7DpXo0W+qr5rOiJonQovY90KRDqrCU0qWuUASBVHamqwLwyVtg4pxcWExpoFGWbu24BokaCd8Qq7O1GdDKEvZwf7+36mVdh6Lp9LHssHr2qfgF8kf//VkR+Dfg6+/HuDwJ/SlUVg9WficiP5dfesQ8J9H8OuAZ+kQm98rfJvg58a/Lvzzi4e4nIzwA/A+CWD+fL/8h+ZD+yH9n3ajppRnuAfSQif3ny759V1Z899kQR+Qbw9wH/98GvjsXEr5NvEIf2IYH+J1T1+wXfHEvH91L2fKJ+FqB+8Uzv0No+sLp+3q2pb264lpbYneH7HRp7pA9In4hdxTpUnFc91/qWj9rX1NcdV53j4/trpeMbapWtrumiN6340Bt0047QzWWCS1mxia9ZrF7hb34H643AXZmbwbrUww5ivGVFIobSkGV697Se0FZsQs1Fs+VcLvmx8Jqz9Rvq66/RrhZcPe15UXd7Wf0udmxawa8j2l+xpmWXHLHz0INrTQ9IW0fXVayi59wHLuSST+Irmt05zc3H9E/mxGXFzkNKCVXoNw7IeQG/AAAgAElEQVRZK367JYUrNmxYqdKWweOtmHwzdrwueG6T49z1XMkNH6Vz5v05fvOcup4Zdz7kMYhtj99ukPaKPl1xKytWJDbJ0/c12npoLTNOQOg9u1BxUzvOfeCSFU/1kkV8iw8LKxKnHnE1pB7tzuniW7Z6zY2suSWySY42eELnSZ29B3VKcBVd1bCrAzcpcO0j19Jyws0wBWuWWjwzlECvWzZ6w62suJYd10QbVh8r+r4mdhWp85CEWJn4XudqdlXk1keuJbKQQCM7AE7oabXF4eglsGbLtey4IrBSZZMM0uv6mhicDX3pTSSsZMqdq9k5ZTOMJkwgxp1fSmnUU1qSsZZUWauwiaPvEByx96Tghoas5AunXtkVgbUMy6QMPZW6QKfGpV8ngwh3ydMVxlHvR99loIzLcx4AGuhCDsjV47X4K9bp/kB7q6q/+31PEpFTTDjy31TVm8Nf37OMo/Yhxdj/S0S+X/TKz4CfnPz7J4DP7322lnZ2Mim85kkV0MXD4ZvLNlDdvuEzOtJtBe1uqAaqt61y4xILnI3KcEvizD+oGAvQXGx4Ja9Z72bILnfcikPrEbp54tRG18mZqT7OPNV7dEKv+x3+MrDtv+CNJsKuRrosCeAEKsFVtkU/RTjRBbU7zaqS3oqkwh2p5TYF+l6o1h1995oL2bKJlXUNd5l+Ouj0pKHh6ESXVLIcirGD5CelRmwSB9Irfrehj5fcyJobFbq+tkAz0C9Ns2Qcg+hoqPGl81a88ebJsgpJkRBxfQdhS68b1mxZkeiSJwY3FmPJdR0Z1RKnPPpS3B74+JogdqTUkbSjZceWnm2e7BWT2+PpS2acDENH9oqlbq8kqgQSkUBHT5f/NDmOPtcQYtwvHB+ybvb9H3S/kg6kFZSe3GCX6wg6oSeOBxm55wO3XcbC6LQOMNYHyDNkRxrkManmQZGT/WLsoUUtf5cawV165Z3+iHdIij+WlYz+IY+HWFYE/jPAn76nKfWDYuKHsm5+8fvEuvlLwE+LyO8UkQYbhHK/HMP0Gsr0yggfBDi1ESRmkSKHFUvF7TX2QLmgI6otrk+08f0fZEgRFxIJU/Ez3pnbC4KQx96Rso5Oh+sS8T1JQ68JiYpOswvJfDwx/1PFyZTzJVKP6yKpE/pkgX1quxSJQZC4z7wWAa0mTU9uel4YwkkpxkqwdCz1QugdMXPvXZeQ2GfuwoitDuqVMtIr75x7omG+qUOiaQ6Vh4vR/GpL1EOl0EJLZI9euX8MzWG2zcXYFmIHqcs8+taokONKHmSDVkwOEIHefGTp4+Iz5f/iQbJ2SK885v+wGBtJRLFHT6Aj3G1OK+f9PVZ0ZqIe09MZ+flTvZv32pFi7HieDo+V3yfwvWjWPJbWDTCc2/c93mciIsB/A/yaqv6n9zzt54B/IbNv/mHg+j58Hj4Muvn9H/DcRzVVDSLybwD/C5ZA/ElV/dV3vqhkJBqQpKxDRXX94dNkPFjFXtz4mAT7IQ/TiIRE9wDd+zb1SB5gUlT8xnXbI+WLuiMStLNA3Ab67t0NU21UXEj02o3ty9aTPzxHk30xOpROekLaImGL6wO0sGuF9bznxM9w4ggpsg2R1FlhM2mbM5MjeUIZOJVZJb0Eet2gYYtrd7g2QFuRWimnDVpwvQXkpN0QfA6zPt3zXYJwoGNLTBt83OG6Lb4dISfXd0jYoakj0A2iZnsNU8N5t2wwZGaMsW4CPT1RO2La4OLS3nWq0LQhpY5eN/YcKcJmx4NHyTrL+jusC7jPxwja4cQPQT5olzlddhPpdL9hajzn1nR0TDStMIfua5jqSNbclJk0ew1TE/94HTLxkGygep8FxzqUBqWFBzdM3Wlq0vHv4T2U86RytGFq2IEcrvlwJ1JE39SEz4z5ZKJ87pGy/Q/E6N9n/yjwzwO/IiK/lH/27wM/BaCq/xU23e+fAr4JbDDlgnvtIaMERc1+633PedBb+C5NVf889uYe8GTGC8gbUe1D5UhDFJqwtup+0fwWAe/RWqiayJmPPGPOmTxHmpeEs4az5v2nYZcCvrWtfkqVRRtnvqkdMkvMqzho3c/dM5P4PamZz97dMBWS4rpIpNsf0OzEMu8afGNa4k/xnOkpTfUMbZ4QFw3MoWmUmfdDw1SBcWwGb1GvTCQtkg3YHr4CqU1ieZm19Je6YOafIc1T4nxpDVM1uEb3JRAAcpdp+cJIzrhTzrilNs31WRWZi7LEc6ILZnI6SBSnZmHzfutqTwLh0PYaprxm/6a3Pq8CczGdmFNmLCcSxc7l4eZ2tu+VQJjqxQhAlbJefKBxtv4FRQa5YcaMSqypSzIfJtDtcehHmeKyQdNRotibnktVBZNBHtgq7k7DVGGHlOA/PTt7zUdHtG6qKtD4OEgHm0SxZHDLIKKWRPOehikbQekGmeLi32WZ6KlE8X0NU4eyzUebsWA4N1OtmyJR/HgyxTxaoFfVv8hxDH76HAX+9Yf6fAh08/Mi8odF5KemPxSRRkR+r4j898C/+NAD/naaRoNF1JvCt+sfTn9KJv1omKDoPryCZVTGtY50uoUMrfTv0xAGwrRLtWT0U1wiTbMy286jNmYwJaMj3mcxsd9Z5PLap5BTzpa63LadtIXUIyGZPnyCMEkZg+bzoAyppM8Km3uwQUmoksMS9Qw8aDeBVUxqWSNZYZSS9g1u7jTxTE7NNGMNKFFyqS6/Bxd7SAkJ9kZkIlN8aMcmTO1n3COPPhEHHr2mrryBeyUQ9s7/xFJyJA5hlXKeYhE7PiqB8BAbZIopUMf+MQybL94/PDcr56fYgJmXfw9yDWNGf7+v42svlg4y+ylc82Fr3j/G9D08rkzxIXR1/PH9sIdAN78P+FeA/1FEfidwhQ2V98D/CvxxVf2ld7z++2NVgugHXHqXPPXNBnj5oJeHnMU3IlA6Qn0FSZFeib3puZzTc8MVX+te01xtuFwt4fTdvtusPe9xVFUwRkAZFqLGGW+D50aVS9Zs9Jyz7Vvqmy27m1PevFjz6ezsuO8ALrMKfOYPB9MTAEACxN6zS55rAreyZhvPWWzfUt98ne5mzuap56oJOFkxdxWb2LPpFd0Jru/oplh3wdAhB3AhRs8melY+ciU3bNI5i+6can1FfXtGmnkiHm3sNbJRqm2H9Gsi7QDduMPh3WpqnH3MDVkuccOGlV6yCOf47hluO6cSa5IC8N0W6W5JaUPQLsMrB6YCSfPahS76wf9KWla64kSv8dF2Ut51VvjVlpBu6Ye2uZTrKuzBCNY97EiVIyVHFz1tcqwkciUdp7Q0ssKpQQpF66Zlx05MqqBF6TA9+j3oZjJNSaPx37voab1jLcpCypBxyQPHx2x+K4ENiQ6DkRIMWveD76JFE02LJkZPSJE2OXYu0WTmjcFAowRCh5oOTm7eCuqIUx39OCqTFv8iSoyePkY65/c6XiPToi/sit/kCLnwHaNdH8f06DX3M9jwdE90GWZ9uM7hO01zUvBVtYeMEtwBfwL4E7kS/BGwVdWrL3tx37VldgZec4dk3vq2uwe7SCEHesjdnzXifS7KGs4dkiMSh6zY9T19fH+G0EbLND2CdwltBK0r+/bKmGlEFTpnGaOmDgkRDSY4dp+FXDAFkxl1PkFlsM20WFowdMNqrbDoYkB6JQXYBWjrSFKlTYm+lzwgZaxz2PxSUG8F2elmMzFmxCH7l9Tj+h7pE9I5NAvNWCHWJCZKdjxo3eQv52ERHMjrD7lzNZ+j1CGhRUq1MoYx88649NA+nwuwRab4MPu2rN4KaEE7VKw+4WhAAyl1k+x7zDOPyhQf8T3i6HG4jhw+y8NOM/C7meCeTPERCYSHDB4Z9w8GocGR03y00HuYbd8/eOReK/DKPZr0Dx088qGNkFP/jz945KurdfNBKl95Nuy9ld2vkg0DvSsBkQ/WnTZqprWduyqBd4bPHwk4Ho+TGaGuH1TcKVvJmgrv2jzQw9nIhneBac6BHI15+/5FcHgawYaDe8A71B33Pww2EYc6QdDhGHs0S7E1OPE06qlcwNWRWNVIzx5zxTG2wQ9AjDiTM8hMKBymGunEgn4ePOLV0RTs1WeJhGA37kNGyJSaKFL0j90YCScyxQ4/iJqVIdvGGhrx+qn/cZAGk2NkmiUVIrEoyAxYehklaGvPN8LJqL9D0bHDwSNFRthRBoRMpQrysO2prvsR//CwwSOjKPI9owQnw8Hv0B+nx5G7g0fuatK8Z5Sg7K//oYNHCg2zCJbdN0pwHBc5+n3cwSPcuRl/lezD5Rx/EEyzDGovA/0vqVDdXjzcRU4bPII4JRWMfvi9o0ueLR07sS28327Z7N6D2wB9Yth7Vy6N1MQkE72YirWK6dHoDSneUm3WsHnCqkv3CrSFKNSTjN8V6mA2CXnt0bNWWEnLJl3zLFzhdxv8OhB2NW2X2FZKcJE2JvrgLKMP4X5MOjNXYhS65FipsqJjp2tCumXW3eK3G1y7wLWOhEOC4tqI63tI/Z1i7KF/26J7+uTYEllJx1Y3tOmWWbylCmukb4a3LGEHYUtSy/1jgVcOWSXk3otkEEOvwlaVrQR2tGxZM9dTqrQxv9hw8KAGCfUSmI4SNIf7LBDNw7FDcuySY+cjW5IdQ1vq/HUsw8ENDurpZKRuTlkmZc3lGKN/oU2Ozsf8HhIzAgjEMm1NDqWKj4wSnPov36kqjTLCmtiqUKNZl74UcgqjKENCOfN+5yjBOMoIV1WGZJyjT9Y3YWs239PdRKFhvnOUYJFxFkGTQ1Vtspu8e7bDh5h+H/H3h9gPZ6AHa7SJmXZWEsrt6we9Nmki3jhSd86WZBf9dDhGxqJDDmY3bGjjW05Xl8TLT3nz47d8fA+GDnBz43myesua9q5Ovioa7AvbZk33FSu68Ir57QX+4mOuV44387vH+Hx3TXvpWd5estJLthzQ8MZD0EfHVoWV9Ky4pQuvWKy+Q3P5nHj6lLX3xBjxXumDo730NG9b/PoNGz3nVnpC8kNAGE8epODpkmetwrVrudYrnsZXNO0nVKszZr7ChTNS4yEp9WpLfXNO3H3BWi+4di3r6AjRM6pXGjag0c7NLnnW2nMlHTey4oleMAtnyK7Cxw6pFpbd9ytC/4p1+JxrrriQHescqGIswSavPThSdMTk2EbP2keuJPCUHXO5waknpUitNgUqaMdWr7nigktWXNGzVrvJ9aEiZc31MkpQoyMGqzF0ybFOjmufWNAZhk5iTjtk9TtartlxTcc1ibUK2+jpo7uDR6tTYvCIT4TKzv8mRZqMo0OgJTHLga0lsSWxQrlJYh2msdrzrVHG7lISSUyv37mKnRuzaVyiZ58Z0wNbNb/baN3GfagI+RwX38M8AK97mvcWhMuQlFFwzb6fdiPuUvabu2I1jb6L1n1hAQtuBFZEKaHvIUqdD7FSjP2q2oMDvYj875ii2l/9EtfzqKYJxAnMhIV/eKHkTbfGXSld/4qVju3fBgOMWHQRYizcCIkd9LB9T9NUf+tg95aVdMRU7kIZzhDZI+DEwizR3NTUJ0JbsQ5xT2ohpMjlLiFXDre5YMUtO7UMBo5DNgPXnT4zY3p82+LaRNx5utrhKoitwAqq2y20l6z1hpUkgtbjuZnuGibwVeHSR+1IcYvv17huh981SKyQEKk2K9zukjZeseKWDdE40sntMzMOG6ZUiGKt5y07et1Qpw0SGxsSDmja0McrWlasZTsUH0sB7xhGnPI5GzB0iXRqbPdOt+M5pxsKplvps5rmOHh8aqpjCUNzJlqYMZ0Yn32bB1fUVKT876FgqkqvbvQ9yVynvqefbZ8cnUt5OEjhuI8YfYeyVSui9rl3IEY/ctInw8GlFGkH1srY1NRnqmPhuicYirB9sjUXDj2Hvqf1izTN9oWQhMpZQoVLuILb588v5MJ0jP54IXbyNdw7R9l/jP5BzWEPMQW6RxpL+GXYh+xb/l3gj4vIfysiP/ZlLegxTRzoTGBhnF/IWjDvsVUf8evALp2zg9ww4vIYvKJRfyQTKBnIO1oKdrGDLdapWTIAl4uZ3uWiqf343sabPPUnpPHmtU0dXRCkVYg7BiU9yUPBDTxGq0xEyucjTLOQAskkwzg1CSk3nUqnuGg0xilvZcBuBTuOY8Byp2ZlPyvkSkr2CNa5apxRK2jvFTXdKCMsXodO1kMr5zHptDc12Lt7xxSovc7baX1hwq0u0EYpjO41sw8F3uMF0/E4ucbuynu4+7xpIS9NjjL+/ggVcBioMXk/R+yQ+ji+r32b+h8HgYxrn+L0g59DSuSRn73TpjWtL1Gq4Nh189j2g06vBEBV/wrwe0XkDwH/s4j8WeA/UZ2kOF8hKxom4oE645Ltaz7frvnGybN3vvZyBbOLW16nN6w1Z5VZBkErC8ZSpQHJiZkDLWGH2yZuO4WT477/1npN/UrZtb/Ja1r6MM/bSwvC6hmKjl4KgyESdIP0a6p1S79quFxD7VacVTVdirzZBVZvKxbfuabf/HVeyxW30WUaG/sSBQet/mP36i3V9pb65gRtlqTedjCyUWZvtjTn32bX/iZv5JwLTeyCN/+wFyyLGZde2dHS6ZY+XuHbS7xrTJbA10jscdtz4vYzVvELzuWKCyKbVNl2/DCjP/BvnZ2BDRtOWFHFt6gGm4MLhHTLOr3migveyoprTHSsj852O/dk9AkZNOm3BLb0bGQLCrUae6vPP7tkzRUd11kYrIt+1IvJ16IIdqwJj7tXYQd5DF/Ei3XBenVESWwJ3BIH2GaXqZlhAgtNM/qSMRfN+zA5hscaqLqcAkRgWwTHMhTWR6N/6nDd3J/Rx5xRB0m0OePuJwG+z+vd5fMRot+HbQ61dPL5KTRJ5yzb7iIkZzsghw67iJBrESH6LKns9qCyAe4Do866ET4rNEswyOcx7IcKo88aDL+Oidz/R8C/KiJ/VFX/hy9jcd+rFQ0T8SYGteu/xeZC+MY9QRgMn283jpO+w+GZi1LNAv2iJvVZlOvgrNmduoP+huq64+aq4dXy9g7XfRNbzq88s4tLtsnYqd5HZKZo42wfXwmjznaBVkzJULtr6tWK9uKEzYnnlUauZy0hwnrl4Q001waBdERjUlTmn94gJ8k3Ec30uy3Jio16zUl/Tr25oLmySm/YWrCsNj3N5SWyec02nrPLEEPlFFdHGwNIIbiMN5ESiE3sa02brqj6V9TicXEHroa4Q7tz2vCKjd6wFSNLQmZieEXrBEGGG5SIDoFyi7KSnjVblnpjHPQUBwXIVlfc6iU3srKArTpmroWGW5q1phpABQfWxEYSK+nwuiFKpMlKk530rGlZZdimx3juezalV2b/w/CRDK2sULwkoGeGy3i9siGxwgqqBtvIsNSBMTRhxhQrsEdQq/PU3q6FqCO1tHDRdwVeyWvag5zy4JFpNrwPrVjB1KlCcgNDJubz0GW/MU0goXvolLZu819uVjH6vPPcP6cpv7+Yn5MS+yJsx45RZBCKVER0JInW7f4IpnyAps/3wT4Eo/+LwN8G/CrwC8C/BPy/wB8Rkd+jqj/zpazwezStwM2sZbvXDfHC72u+Hdg6tsStw+/WBHq8KFUT6RaYpK0A/u5WMBEhRVwf6LsZmxDhQKngqt8RNo5FuyNpxItQ+4Q0CV14C8b1Ps3Psq+U4ZKAxIDrEmFX0c9tESEKcSu4bURCixJtapCYkmTXJNIs0wNra6KaZvRlR6IaIe7yMQI+w1Su7fDd1mAQRp575ZLdSOoRghKvA7Nx7O5Ng15MUpvGJakxTCgrQCrWgWq+JW+gIr6KBpkV+OCo8JhxzoteTEUHwkQYbPwKlnmx3ineK9GnMWstrfJuHzLZEwVjFKbaB3KK/3FKk/NpYKoMn+kdaKj8rcOxmPx9aEfnrk4oikdhs/w5TAPxIc99T0pg4nu4zO+BVQYu+uR6PYSYBlrlISX0gAL5rpibVN5PhSwTsZySL4D93x05xmMVY+GHpBgL/GvArx7RtPnDeQLKV8cU6LNcrVeqWc9Z/nLJjZI03Uur+tZ6h/+2IBe/wWfybc6jp28rxHhi+Vl2ccQkdCpsXaBL2zxOsEe3ws1OeVPd8rKx7cObbs3nV4p8rtQXv8kr/S2+Q2TX1Wgv5RsybJdTsgzOoIOena6I4Qq/uaFaPSdendDh6WtFW8FdJhZfXCLXv8Hb+Df5zG24DBV9VxnNNGT4JjEwS8o4vhUdW9b06Yq6O6da2ZqrXe4u3dziVt9m236T1/oZ33a3nEfHujNNdFu/TDpjx3F8WxIr6dmwZaPX1NF2C1U0xC9pSxfPuYi/xRs55wvZ8DbBKtSD5nqRKpb6gKKowkoTtxK5ZkctK1CbnuTUkUhsWHMlN7ySW76g420SbkPNrqtNLz4482+rIQWfuz+NArl2iYUoDT0IdBpp8ESSTWai54rAhSauomcdK3Z9Rd9703MvDJBC2MoMkc5HOmcZ99olQG23UK6t3Am7UuU2Oa6jZ5PX3feekM+Llga9kswGT/JKiJ4uM2MAokvUwI4xGO/UaJi7WLHtK9quIRz6Ljx6rwPzJgZFpNq74QZ1AwvHYCP7jProJhr0Fan3E98YvCKaM/K845ncVFTFdr0HrJuY4bEQnL3nPp/rzLYjMcpPOzuOWqfXcGNXFdQ/kj4NoxzEV9E+BKP/a+/49T/9CGt5XCviijmr9aKs0wXPv1jxzdvA3/7k+Z2XvGlvuTz3zN9cE/pXJjqmNtBBq8zgSQotpI1ns5zxetby2WzHT8oXvNj9BsvXP0V/uuDaz+k+CrxZXgOw3gjb1xXL1zek3Re0WTPZ+wiVjrvTCLSObltzPZvxRRV44dc84dssu6e8uDlj4Tyu+xr9zZJUO1yfaK7WNBffpuu+4JortgOvbLz6JID2QtpV7GYNl3Xgc7fl1G1Y8B1c9Hy8iyxTR9VeQp0xru6Gvvucm/gZV3LDLZHdIaskq27SO0Jbs60jFz4yczsat8PLBZFIn3pO9JqZnA4UxbVecM7bAUPf6VRznSEgaA/JeTpXs8mCVJ4O7wNRNnREntIy52YQ79rRcS07zo9g6Ck6ow/mLmjFZZZNvb/jqQKdBLaSWEjPLEfVFmVL4loTNwXrDlZbSHloR7lJKaBqAnv7l6nQ+8AuC5HVebdQmCs7dcPQjjbfhNL0BhIybi6K6shSKiqNoc4QjouWtU++HiFZL0gb/N5AkGHdJRhjN3Ci2PyADMHEKIQq0VcB78aaVWHYxJSHgUyDce+GxECHQJ+JE2W2bhRSnUjRdkXBuUHEDRhwfFRsvdGNN49ehptIIcFoqR8FDBqNYoNJqkQ6Inj33ZjCADl+Fe1RKhFllutXxoRxGPAkcd+y5pObG86vTrhebHhaL/de9sU6EC9qqtUNfboFYOZs1mRfGx9fSuoUhRTykG3tuGHLJp1zsnlFc/V1wnnD1lf0Xd7mby3rrlamuxIlWaejT7gmEWufsVwLmhqNi72JnmsfzL9ec9q/Zrb9hPp2gaiaSmOIVKsbpLshpNuBuVKJwRNSK6myQE9uVEnBpvJskuPaJa5lx0pvOdMr6vDWTl0yKCXFW/p4ZQVVCRTdEVe2+ZUi5Yubm6ZCcKNmzKDpsmXOLahBXQMXnQ1baXNhddymjzg0E0WrEmQsYO98yboTy4mmS481MFl9ILDN8MrRlnc3rnssCHpCMk58m5ubppou5CVtiwaNjlK8o9+DL36yIJQyV71k3ZWkPU2XYr0WnZiJCNd9CajK8B6KLk1K1hjUZafT40yz7ncNBIFMagDDuLNQYBJnjYSJAX/3U0gq4+eD31QGpDMWSSd/a8oqn0GG46T85XVYfaHALkPRObqh8WqvH+LAJN9oKYlavqYkGKz2GPZDg9H/IFrBjuu6p8ZYEn57S3/5df7WWctPncLTekmXer69XXNzXlG96aluX7FNWzyOE1Hms5bd6YzU12TRbWPGuNzOLuAzUV21xe82VNdn9H5G2DiI4G8js7dr6uvvsAnndPR4gXkVqOY9ae4p+ZZUgNvHcsFod0lb6Ff4zSWSElpVuL7FbS6Iuy/YpHPWYrCIF83F3oj0Al7Ggukd7RXju3e6pU8rJFa43AUa0i3bdM6KW1Z0FG0U7zRj9NY4JYm8O9G9wRhTTZedtDY2Lx8+0LNhw5qWLYFuggx6rwSfkFpG6YkDnD5N/LeZIVMgFiDz0MfpTIX6VwZGpyrzOdw+jbAUrAvfvdPDDlDr+tyqDgJbh/REyQlHDmFW+HX7575g3H1ye4ESGHjohWVyFE92HC0mAxOlxhzYcQOUc0cj/phvUXA5tSnEhsPaVALnZOg9GM5bXu9QKD30S8b194q/d5cA9npxE0i/3DiOiJc92IrG/nfz2nvsR4H++2EOU7BkLEL19LjNa/ybn+ZqVtG2HcuFsVZurzz6BcwuVhDWeGl4nk75yF3ydNayXnZ0rQVjyVvOFC0j6pQ9HL1avWX+psK3TyzjjpFq21Jfn8PuLUE3eBxPcZxVPTeLlrCsLbPqM4yQZRAGKQHpLeOO51Td51Qa8d3NyFzpr+jCK2voEdMIX7rEvOnpZhV979C2VEnz2qNnm1Umb6Xnhg1LrnDqmYUNlRhG3+uWlV6yke1QiKxFaXykqhKxSralLwyNvK3vY+4wdYmV2HzURj1REgs16CpKsvF+0rGZpGRV0Sav457SITDABn2Wodgk8++lKDMmGnFMZ5eWxqBioy66WjY58V8y7liUJp2xVnCW0ZexJqUDdMjmp/5LQXNSdCwdsiXjDqHCOxtrWCxOgn2hSJaGoxJMbf1YZjq95jOzpHy+xtkfv+KV28e5U4ZXUnJ3A/IxsbRM053SFB0Qgt2UpzeLQe5g8nhvUC0048hApkyYVIGo7kE3hzIKhbr6Pv+GFAlGiDw8gd+9/Sij/36ZK9Q5yzzBMmLtzpm9XbNzp2w2FdsTk6eVc2X+nRWzt58T29jwoKYAACAASURBVNcEtWz2FMepj8znHWHekKJkDZ0pa8UCVq89Id5S9TdU6zmu71DncLFH2hWyfUvffc5aL+jz0Ie52HxY3wRS54xvMmkMSlmDpGTDLSvm8cpEunLGnXL35ya+Zs0tW3piLowNwbiJGV/lLo9ehU504IrPdD1AK0lNLnfFrUkCD9wYu4FWVSDUEz59PvfFRhpksqArHahx9z2OjshK2gFeKRopYA1TRoFMd7soD/zvVFiIZohGaPM3eEvah1emLy6Z+8TnFB5Ik2y6Fx06QFOBWVQGv0Uyd3+Oq96lPx4UGo2Pnpk6qqTkhsS2BPni907WPdxE5K7vKWc/uawTkwaRumkmP72BHLXpr8vNxGeaYu6oitEy+2M4+vC6D7ByUywwy1BzY6R4Hsvm7xvVIKWXRC3IF2nquz3F3739UBRjf6Asn3BfRcueMrzS0dP358zefI5rXxIuT+jPGiRBc7Fi/ubbcPvXWXff5DJ9zqWsWOWQBwydjeXiKCP5ehW2EtiyoUtX1Lsv8Cnid0Yh1LAlhSu6+Jab+Blv9Du8cWtWJPoM+QzZZRgLs9ORaq0Y332tN1TpNbEfx871uhk0V17LJd+RNdck2uT3tXQOJHNTbk/vILNjOha6AYG5ziwg07OVlhu2XMiO1/TcTIqa8XB04kEgM/ErYatwLQbgdFKYKyZjvCFxTeRalausjTL4vg83HnD0URv9JtkNt5EJc0WNL75WxyozV9rgx8agw6JywZBLgEymqVIy4f6I5kphrpSi5qgVs990BGPwKhm3c55+4q/QHEvGXZgre0XNY3ou5j0LhGUcPZZivGHlcULtHKGVrG1T/JaiZi7y7t0ZM8ZtNROBrB8jhbBwcKNRHWUJ9orH00JsGn1bJl+okflrnK/XonI5fEYT+YehIB1sXVJqRQeWQ7xl8kmNXPGjjP4H3DKTouDoUWFHxyp8i2eXf43Z+iWz+glx+QIAv7kgrr7JpvtN3qZv8Vbe8h1ZcalKmwtLw/YwMVTud13N7dxx7nrO5YrT9Dmpj8ziW5zMiGlD0A2trtjoDZdc8Llc8pqWa1V2Q5fmZPuZxbticOyC56p2vHGRM1kB0GrLTN9aMZOeHTtuZc2FbDin5Q2Rt0lYZQGsEEq3YzmGI0pFX0U2fcW1iyzqHqQjirKipcmtNYVCWDo0LxNcJc9tDpgDU6N8kaN9iaJUtGLKgzeFSeIjWwksMs+/UAhLh+Zt8qxDtUcjLL6nAli51Ewvys7ZJZxUaH1kncfP2c/c0KHZTYNx1xCDM/rjAY3QIAslDF+NhpgCoTI1SGOulB2iBeIuw2AlGMeuMlZHcOM5yVYoflHHrDslR3BpoBEOz9WRRhiH8zwJxsdohK7QCIVYWaBNeYzesIOZFEFTPBAZ6ydB806gx6D1KKjP3abe2CsDdj+BfIbO3elaCyOmjDUob3d4vdiNxOfjFEkNdxCTJzeKPZ+lKHsss3eMOlJ5INE7ZcE/wBR4v7jKw0xE/iTwB4DXqvp3Hfn9Pw78OeBv5h/9WVX9Y+/y+cMb6KdFt5LRa+RKX+FaT9OdUftnVJtnIJ6+P+e2/00u9HNeyRveyJpzAtuDIhvkbWDKeGvmi68yH33FLS45ejUQodOtCXXJlhvZcC07XtPyRiO3OQAdXX68i6NfSU8jGyJpEL4q0MeUz32jFuS75InH/BcGRDL/u+S5SZHaJXwW0fIy7WxVU+nMftexYhf8oBh4Z5C0GGtIs4rjzhsV0onSibLOwfIOhTCrEXaZRji04pcgX4JxcPYdD55+QrsDg1GOUQhLMO77ehI0D7LiEjgAnFH3phaT5Osp+1cGCuE0GN8J8uV6cQCSWSyjmqImQbxdS1Pow3BztxeMtXf3ZsV2jmzXZr9zkJSUMfvDRjNVGQN8oVIO54S7mbHDZgfkYCpVvslEv5dxj2u5x+d0xmAafdsLy3FlpEUKe0J/Azyj9wT4pBzTFxuCepECUZBHSsOVD9T4ebf9d8B/Dvypdzzn/1TVP/BQhz+cgT5fz+LTEPA9Nt/1hmtIMGNOk17j+wYnnq1ec6FveC2XvJE1VwRWJJK6AYu2dn+HBjcwY4ZBD4w4/ZYNre7o6bmVFW9ZcS0tt0S7IeQMtnDRy5AKG3+Yb1B+/0tpOH2iyzeUAoFMs+21wjq5QRq2wDaS/UvNIDt7hz2hYtKyKOPw6KkeilElizRsKNQ5DrBoPylCMsJPITla0T1NlAi0mb5ofv2QGRuHfsyyJckIDUxrAJneF1yiE79XEE1qYwFjEvpQmcrhJDO+gxvLCJsVmmUp/EJFygXiKbPkEPrYC/KTYHPYnzeVLi7wc9QCDTIwSwoEtHdT0kmQv8+mNy2w/5l86IMWfPF5mHEfy4rTCH/gBA2KVBnrLoE5P284/uT/9wIyB/7LSZj8PRyLffirvG5Y431BfvoameD0j4zNF3ss6EZV/4KIfOOR3AE/rIE+m4jNouyip8tDJF5xxQ3r4TkeR1TLjK9dyy19xuVte12LMnPJGkKqiPhqvH6CwSJtcqw0cC0djVyxYJ0z7Y5zOt4QWOtYvCuQQpoEyql2CWHkW4dQsYsVNykwd4koLY10mSM+Ztpt8uxyN+2UHw1Ys8kQePPaJ/43fRwmcG1doiEzSnK2vc27gxI09zjSBzYGsJwRi2ITKK17cjvhcpd1lmx7ClMM9LmJ3wESKG+hs8u3J9cDfDzK5S7BWIfM+EBYaxo0c7Zpx5jOObWUfJpxvzMYl0x2mn2KWgBz5bUG42gUk3mYFpoL/nwsGE+D50Gw1Ix14/LvckAeoI8pmyb7mcI0d4LnnQ94cszhWMKe9IKO/u8LxsCdrHsv44Z9qAWmkX//ZnEY3CfNDENwL/8u6436qLHeDvtghx+JyF+e/PtnVfVnP/CQ/4iI/FXgc+DfVtVffdeTfzgDvQBZcyVhW+4dcEtPlMQFOzakzNDIDAosey3NQI0IiywuFV1iWQe2XulLwAyAt0xuE2quqsBrHwiyoULYkLjIWPl1qOmy6FMlpkpZ50d0icYn2ioRfILks5yAoAKh8Wz7ihtf4SvroHRYEF6rsIkVu1x0PXaheZcIcqAPE3KmmnFuEWUlEDTQOCs9lxtGVwZd5Ox1nGw0HksOA1TezqccULr8/NJBWV4/bWUvGXwpkB6lz5UAFy14aaWoVrjoSCHhKjfq7KQxGKdcA/n/2zv/WOuWs65/nll77/O+ty0UuWkKbaVFioQqKikFkSho0VLRK6bGYiMKJE0R9A/TWEoTIZr+YUxUDD/qDSFIglQSodxoCVAwYqCF1tpSSlq9hUYuxdaW9t6+7zl7rzUzj3/MzFqz1l5r/zhnn3P2uzvfNyfv/rHWs549e6/vPPOdZ54Jtjt7vSqHmdYN0unQs0DEPuXA50Tv+/71lvXnhEy8TprEj0TcrtSUOME5ssBqMjrOI+58stfBmt6dEbEYWZM+YIKQoUeaLcaIeKxQzYittWg7J+UJEp7S0SX5m9np7A/s5nA67u8VsUdE/3FVffEVLvVu4AtU9Z6IvBx4C/DCTSecJtEDMvcsFjXOneFVuFDhQjyzuEdmTVi6fj9G2Ssflr/PRbkjyueIskBYCNxFuWMci0VNPZuHvVfjD3gsqrWkTR3gnqu4Z+fUzmAEFpVjYRwYz5nx3DEeW1lW84ZmPguVIDNdPUW1icRdjAyTz0tfcd7McJGEJU6Apn09vYQ0RTNzgRBTpLwmr9AtooEeyTdRgx6mDgKI8YiXNh+9TffLbKfMmZROmF4fRttjbRm2gkxFaqUjhlyzTZ2PN+1WeUBrs838yDuNhDSUN9IP8DIJJ1U9FC/t4qdwXfoR95ickhYFJVliiBh1j8oJEyTf951+pDuGdA2gV5Y/HxFMRfFGxsm+Z3vi+ts6jE32s+aY3M9jB5KfhB6W7DVmYN0EVPWp7PFbReSHRORhVf341DknS/RtdKRC08yDDmx8G8l/xMPH7Zylm4XaJ+Fe56FZw2fNLJ9jQoGpKop7c9NJDpqG5YBbhiJWT84r7oilNhancF+Fj9o5n1qdcbG8g/cwm3n8osbMlbsSKmqS8rNT6mYcoqcb281nLJeLUCpBlLuVCxkm3oTslGZG08zjCsVQO6etniiKkVAUqmmqbvIt1QTxgs2azPmGpQkTkKqZrh2JWLKNM8zYDuVeurS8JkTE+FBSVn0oi1DFuYd8orHNi55CHn1ncogYQa3AXLFO2nmNNrNkGHEP7/9hxOyGRBoj4Vn8PLMNETe05/Yi5vj6eMqfdJkfQ/kjYRh1Z9cZlTFyGLpVrWPNO3X+QProHQtdwni0uSlzZWMEn/ubvpzWdt/h4TVGzx3YH+1Y+1a3HbAz9pRurgQReTbwUVVVEXkJ4Rv+xKZzTpbo812UnBOesjOerFbU4nlKlY/Ud/jDe0+jXs5xdSC3auFonnHOwngqPM9kRoXwdBxPGccnZy6kqWmoBokXdGVYrebcmy+Yi3Jfw2Tjk82CJ8/vcvHUXfwy2G8esujThJlRmDXcjUWmmlSgq9KgN7tYbdKBl4rGLDivFOeFe0bxCnUzp17Nsct5W8FQ5p7ZWYMxvu0YZiZs5myyCLWtZhlJ30ad2c4rxPhWQknVF9MELjOPmYXVqmRaeE//TwvKkl7caChh0IQ0PJvIQVnPpkmL3CZypnPbKZJsrzEzaG8ylTUC7nYMH+jJvmvzXmQbs2SownVGl+hvIZNNGnXwKS8xMEEUU9cYSiIjZNraHCHlrZFyZivYHydGgd2i4+H5yc/MDxmJ7nU42hrzYXjeFPlfIw5F9CLyk8DXErT8J4DvBeYAqvom4BXAd4iIBS6AV45UFe7hZIkeo22U7G0VFu4AlWrYPV5DhGnvz9ELE+SFOxUXM8f5oqHWJt7jhjOUO2K5U9k4Iaut/ikmRNJpoUsotUBr39cGPQ93l2dGXXlW84bV3OBi1D2PhCyiISe5MtmG5JlM0ku9M90ClzrKIS4sirEzT5ONQNL2eKby+LQwK9UaGUm5a3XtrPpieDMukIntWmWZQb0CZMn+cDItZc7kmnYeRccccKm0reGevsuwCIh2UnHtlkryhOuer2WmeG1zzYPTg89uMvLr+b2ujqxF1wlpsZvZQKQ9v+NQckrW2QdjEk6ynwLlfVJD9iHIXeSSfW1GjJH/VfzYy96ulwXcgWZ3VfWbt7z/A4T0y51xmkSfAgWlJS3rDffjUvBPecO91YLm3hk8VSGrcLB6g31oHrJLCCmZVfzyKgJ5qzchD9qBNKCVYOuKi8WMmfGsjAsVLZdnNOdn6L0KuR87hkrwD/W16AWhRrhpnY41YxqCNiyCr2Y0sW62MR4Xa+S78zn+3HQpmRh00dlPRJ94TTOClTqckY71BE07ZWWkcrJpAQ2iiEa9ehZGNT67YbqJU0IBtW4njrAPrtOuoiis54FHrTx1Fr10yiiRqI0pelketsRrjC1+6cklvRzwjPBTh+AHtkei4oktDLLj4vkylBaiTZtF3j37yeEt9tkgYaTPNRZ552vz99WlNb+ZiDLUOFHq1IhkA1pbw+scAD0/exH+vj3obrihgcOlcJpED5gqZLOoF9z9OU+e3WVmPHcqy71mwfm9u+gnZ5hPWMy9UGDLf9Yd/HzOxdMXPPWQ8GlxPANYEWqwWA1RtDSCLDXcXEaw9xdcVIGAq8pR1wuWnz5DPzGn+qTD3KvRyuCbBd7MuZjd4d7c8vQqsOEyZri4uCBGaqCON60TvFY0ugjphEYDCZ9XcE8wFx5xHkTwdw3ez2Kl+9AxVcbHhUJxIU8joWNL9huBOow8ksbddgQrxTjCjWEEPRP83SDn+DODmflQqtaZsPtWY2AlsAKx2oXehrhFYialWA3qj2q4Q1KHMBd0QdjnN88pb6JPTbTttJ86Z7It7zIizY+RdI2ZdH7FY8IGXho6cKudX3T219BODAtInuEyIpG4jISt7hVVdpU7w7xEMJprW9EXT/gtxOfDa2wk4qHd3onatxd2xlk7bO1MM9Izrm/xFP31veeXap8R9Mm+a5tD4yY1+svgZIke6Oq8xAUt1htqqThfLXDLGVwo5rxBzkNxMAP4Ow9x8dl3+OjTznja2ZI/ImH50Kd9KEfgmyrTXLXLebcVrgpFqWxdBeK7UMz9Brm4QGI46KoFzdmCe2d3+MPKsapsyFe3YUOJZLuL/OKfFTTa0NrAhSAXHnOvQRobbqpmjvcVnhmrWCs8VRX0tmoX8ojvhvBiNWigNV3k2oDUitQeWbl2+K+DVZ9+4bMRQCTjtFNWFkWKDjIrnCIuI7yYAaELg85DZ8RZJOVkI0bbLcm7SD55Sh50BJ/Imk5DViPIPGzurhU98k4dU7DvRyJXZaPuawSJ12Am63uRJrLMOpFRMhuRHnL/Jwk5tzlFnutXyy6SOhOzmYyHRDxVRWzNfpZJNiDmNVt72paB/VGMkfyuvu+CuCjwWHGyRK9ecGkxiw2La5bNLGSAxIyMIL9YsA14j8zmSKPd9mx0tc4dmTyhGZFYbRc3hftKcDbs/yqOUMO1sVBViPOxfMKGWy5JGWkobumWvCf91ybpKETz4jyqirgK8VVXDGoKUZoQTyBTG0PvdA9EMsUqYsPNrZhWetCMP8a0cklZJi1BDCLcZNv5LCqO162iL9mEazeJSdcJxgg22O+TY0t2kfjSRKp4UI2RrwiK9tP72vP6NoZYkxsk2NCZ6drH0I+6k7+bCHkTjOlvoJGnBw5tjhHyFmjyN6VvDRFtTpLyRt+FLFVqooPL7O0beef24zV6NtvPcAnfd0SJ6G8RPmaPSCP484rl3QWLhQ1FvjTeBLbBr+6D9xhjkNXT8U1cWUrcY4SQX1+licyejtxdL+W/a8wOMRcWWa7Q1f3wAwfkzhy/nGGbsNJ0YdzkD0Q8IfKMv31Jy9MbQVaKrByyXEFdI0YCqc0NejFD74RKh/kyjtF5Kq+B9GxHetJo2Gi8tkhdkyr9qVvgDaip0EWMYFvj2YSidraBQLIuu55VpHHgXCs1qBFkNsPHn6RiumyU3Gb6IDkZZ58FonyREZNAWHlaVeH4uQn285FG1oGID1H9uv2JiFZM8F/jrvFqRla6xnNGCHk0Oh7KRukaIm3UnUfGozbVs1MEK6YbGYlB8w4stXd7DT9NxmP2xUCyDZ0cl0f1YwQ8Rca9Cm4RPftpomSAqdHCAaP6Q240fmicNNFbGzeWXoEag70IW0Z4W8HKBFlitcQ3S7xa5vUMs2zwzZ2wZ6lKXngw/Ea8ZNJKWETjLWhjcBJz1VcVcgFm2cDqAl+fgxgqU2GWD+EvZth6FipLVgaPtAueUuTajhgcYAVpssnOFciFwyxrWC3RZhUIQAzmYo5/qEJrgzur2tTHtGhIbLAddGMfyY64l2aUFhofSD52IonMBJDKIPOgxatkaW8pik/RtvPBFtBj6TgC6UZS4aaWqgIf0k29mQWpCOl+obFNxEayjKOBtcg4kZxzPaKTqoLKg2Y/+cp0+n1qjyjdDDuL8DEykhuOIqoKnEOrKhC+V6h6q7oyv6Nd5/rEMyVZiInSUOisNEbzkkcZYwS/iZRzRIJvJ90z0u/5M2Uz93ctsnbd43ytgO5I9O1rE4ScRh/tFznxGafsHZDoS0R/CzBVKj4F5sKjVvB3Klw1C2ScIixncW6J95aquoOJP4BZLHe7wLRlEoCYV05HCiLIKmjLHoJevTSYlUfqGrUrvLfhJk0/qpgy2e5s3/7Og18mkY3VQMDECDdmhMjKh4jYNmBr8BY1M2TiR9ttuRbOx0Uyj5O4aiSLuMGsbEbENtwU1awl1lZCgPaG1STZ2KCft4Q5JJcUxbsQ0bc3ueTkkR2fHqfJXeeDZGWjjbEIO9ntEVDMHvIefEwZzTcFiaOEluSdm45g88dtSpMEu7HgZZCM+qONRPLifN/P5HeyOYSJPhsPKoiPHVROfjnJ559/rPMYRsXJdvo/fy33aawD2UjEAxloaH/oz5TNTWSc3tomj+c24+Mtqed7IZX0OFYcBdGLyL8E/hqhLMqHgG9V1U/F914PfDshNPhHqvrzO9k03epIGo804Jcz/Dx85JAC6FHXYF2NV8vM1VTOo5ZWuqnRtsqi8yGvXJoom7gYRc3n+Jlp5QtZBTKmrvG2xvsaMTPUR3KzhAVJceOPVPNFXUiVlCYns0wSsTHqXnmkbqCuUdfgbR2qU9p5JNLAz21hMTo5SZqo7TedbCLZRJ9YH+YV6hpsg9pQZVsgEL+bh8nKOpTW1bhbj1hCRkwTJ3Fr25M6gD4RNbbrRCBE2kbAWmQWJ2QxYUN2TxhFNT5G9cHHyYg4RfM5oaXIXiLZGAnzDmQdRT7ayEcEGyPNzH4Vk3G9opVBko6eSyp5BzdGmNAnzVSwycxod0WqqpjqOoi4p+xuIsy0ECR9jjzyzhWQDTY3Eabk34HJc2BdHEUMOqAhEW+LuNNakTFJJ8eYzUNOxsJ4SfAjwVEQPfCLwOtV1YrIvwBeD7xORL4UeCXwIuDzgbeJyBer6ogI10dack8jLan5+xW+MuG3cKGYZY2zNc7XOLWohihWGqG2Ffe94Y7xLCGU6K0X6EowK4c0FrEW/AyZG8SECVg8IRvmfAX1CueWWFdTqUdtjWkssvL42tA0c5ZVWLnaNFVIcVwROqZVg9gwElA3Q10VyMPF9y4u0PoC3yxxvsb4GVItkLoJndBqhl5U+LPQ2WltkJWETmLlwnGua0bJSaOx0KzQZoXauHFgNUOMifbDZ1YjISJWwJLZjtp+TsTJttdA8M6Gji/JQvGmSxkmQIiCK9PJHqmDSqONYeSeEUXvhpb4/cTri/rwvVVVq3O3UXwi4vQ3RWoDYgn2Zy0RBr1+ELUmf53rOrkxmzlc9F9sGFUlclyre5wRsbPrbbBBn0/RdZL/YrnTEfsjbase3USYqfPAgTddNtJIgfnWbvvcMynZQH+0kOxtJfr+aGGj73tAoWj026Cqv5A9fQdhiS/AI8CbVXUF/K6IPA68BHj7dptxcVMjgZTrhuqpGW42hwpMirhdIHmnbvRLd4RCYjYW38JJjCpDNo14xVxUIUJ0Jry3tMhqhW8ugn1fR5/6kVso8hU3aLYhD13qMFGZ7EOMVlzV6sBS11CvAsm7JaoeNSaLtoi/vK7gllqyaD6TZhLSDeIc2DhSaJZokp0AiQQivkuPTEW+pBkQcR4V5+3qbMx8sajLKu3MFsG+nwfStT7ISoTPEyLtjOTzEcEIUeTfpYjpVtPGuQBxPrymph9tJ79TZzRClsPfSc9+740RycO5johTR8c6AQEtkYkYNM6RdIQ2MkkZSX6tHXz+m/Ndpx6vIZGMwwS4DyO2EaIfs7uJKEO7+LXPseb/sNPI7W4iYs3spuukgCGlIk8R+8R3eRUU6WY/fBvwH+Pj5xCIP+GJ+NpWqBc8Jkw+ukDqUp+FSPeutJKCEn7AXj3ep5uctQ2TfVim2qUNtiQWbdlYwtZ1+rE6i/OWsJe9b2948YQ5Ax9+HD6fiHXa17CNBHIncHeKOBNJaPrr2ddOj89qo/fyuPNoOJ80Szeytz37JmZj9NIOlS5iH9pW35dmou2c5NuOL0X0vb9gq91yzkf5YxBpq+/7DfTIQiTo2ZK+K+di9o10z7N2bf0eI0wYjTB79tWHCDlustL6PpA+8u9vKrpMq17VhE5ENRLxGDkNSF6zth8lt9R5+85+uB/i64P6C5Mkv4EoE5WHuvgmfB+jB65/b7sQcedzdh26awFrndzQ7sGIXrcU5rtl3BjRi8jbgGePvPUGVf3ZeMwbCFOdP5FOGzl+VBAUkVcDrwYwd+7GErUKK22jVKlrxJ7R5rEbIW08pyhOLdQrWClNU/FpFzaFbjTuVNRUcWVmvGm9hhvahyi3G4JrS4ChIwmdiPM1VbNClhZdLmiWiyCPevBNFVIyU1ZGRqCIhj000zUjYSQSdj6wobc1lW2CdHIRpB71kDR0CYsBOq187EZtI+7gs2qwrd6grkaaFVLPgqRi4hwIYaTQJ/l1OaIlofTnbUvG3sbUczuLUkX8XirTdi7tJOZQ195AQOFxbOQ0amhM1yHm+wK2f1ui12GbZdkv7Q82kWnPvu3Z3ma3ez1E3ALrkX12vZ70MbC7RmjpuZjWfi+61+waUxF3ZndslEPqaON3MBZ5t8g7pQ12h+2zdh0xYUSydvA4weveBYWmsXF9zC3jxoheVV+66X0R+XuEDXH/UlaJ7QngedlhzyXsqDJm/1HgUYD5Zz9TUw5zSJtzqF3FiN6F7c9sR8Yej89+XGFhjcRMwbQVnsRVodpFlbYGFlFmqVqCD/JCkIW8D7IQ0EVZKaqPG4BrrC0TqidmEb2t+zdFjO6xNRonea2v480HsxiJBq1ZURcnnSFOlGbZOq3/g3b0DvUW72pUbRjlpO/IzTL7Pmwll96LufGStU0rTQwjNh/splGIYkJCiTOBiM2sHc1Ivrqznci0YZI4dhRjpNaOcgDBYMwsRtoGyT5TV+FS+35H2xplluT/GPHIgHRbIs4nH/OIezCiGdrN/W7tp2skXbotWCfjnVJqm+T3CKEJpiPLMcIfku2A4NfsZp1Hey/p4DNEIs7bbOy7a9thU8QtaZSQfQ71a9/HKLkfKpJP14AS0W+DiLwMeB3wF1T1PHvrMeA/iMi/IkzGvhD4jV1sahOW6ZvaQxP07Go1R5YPIUZCjrttApn1oj+PNIpdzbnXLPDaUPuKi+Ud9KLCrKI+HwlBbA1NFX5cLkyWslrGtMqg/3v1mPhjVB915tUZelGF8u0KujQQF0GltMZAOC5M9CU4G2y7Ghc7Ek+MitWirolzEj6kfaaIe+XDa0mDTpOhvUaLN1rsRJyr27YBMNEnaSwysxgJ8xIQRjmtNm+bHlnmRJwIKO9EREzgYG+C/9UsrB2AfkRsm9hJjONGkgAAHa5JREFU2UmyzG9izYjHezAui7zTLz81QSLi5Lezma/rBJFr3SH11WPUB7mmmsEg3XUoqeS2h8ST+93aVxNoPydOuuHtWKTt42hsUgYZ2M8JX/NrTHWiU3bz5+0IwXfXyK6dn9/rOLZE9b105exzQNe5tPYzm8PrHQxKWKtypDgKoieU3DwDfjHOyr9DVV+jqu8XkZ8Cfpsg6XznLhk3EIg+FPAKKYLO10h9gakbTFV12p0YjBisBsL0doWsHO58xv3lGatZ2Mu0vpgHMk5kliLVpPNGHT1p332CUKxarK+Z1+dUF0vMvTP8fNZN4FxIyL3PiLgbMkt4Dr2bzasPPnuHpaayS6pmSbVaIhezkDx4FjuJFM2PaPy9dnMx2lYfOqlIxopHnEGaGZWpaOuoJ6Lv5cZn5Dvw22v4XEHKClG9YKiSHzZ8H5Lkq6pqz887qLZ9R8jHZ9FsgjHh/UoXrT0xtidPDKPtod3ed5oi1ni+MTOcD2Qv6sNm73kkPhJtp7ZI9sYISKQjYOc9RkJmj2byVnvOjj7nyO0nwm8/14Doxwh+G2m2E/nZNWCCjLfY7QUd2WfvXQNGM2/Wovr4v5/we38UjX4rVPWLNrz3RuCN+xkEXUlMJ2xQV+PsMgzhl+che0W7H1Z3rUBMprbo+Zzl/TOqRchvd/fnyH3tRgKuCSRWzTpdNtltlqit4w82TPQaMSH6dkFHNxcWPes22JaLmK1TN1CvOvuA5tqpt23E7dXivcPHzBRngn3TrJB6QcjhDhtzS5OydeqYVVP3ZIkE722QhLLRQnjD4iXYFztrbzSpYhphIvlm2fo+FrVqInnt3hMxqA/FD5JcYYgSSJoUTxOvWbTdk38GHeCaVOG7KsKVpYu8B0Sc2iTZHkog7eivjRI7CcSYWbcmaEDGa5H2wGdg3TaBEE20I2Lw4qNeb0Yliqn2GNod2oeO9CUR8nA2bEefh/aB9jOk64xNtG1s5wFc6mjpInszJPwR29vsXgVFo78FSCPIuYY0RxskFOPrUC7A3gkHxZvapAlZVdSHHHC5uIu7mIVJXRdWu1ZxtWsgykA2QBim+yxyjRFnirgTPPFGtHWbj56WUobc96aVPVpZgi4zIp9kG95sJg6PVWPaYWMDCaf2cL5NSQyE2RFCQiKKfAjdXkOI8xiRaCuHtOmZMYPH1qENdVyaWCOekf9VLeisbVvRtLWhrksqG0h+GGF6YqQdSbylgmw38UTGm0h+2C7ByTRn7kOHaCKBmtl6+w4j7xFSG9p2GmSPyszSSzHZy2fJBCPyyhbbaXI0zZv36FHHdfTh727U5xyZ8rZN2Jgi440Sy0glhbHr5JH7Tnb3RUxnPlacJtEroSb6yoVc+Rj9NSyZ1edUq7MYHUdCxpOqtqgGQjQXHnde4ZtQ/VLugywDgapr2ohS1Eft1BN2IvGhdo4P+fPhZtB2sld91NHrGnMxD8XESBF3Gi3UrX2IkVaMbNuIO+r/Vm0rDRmtwvu2pmqWQV5xrou4s0VQPq4GJvlOdxO7eO20vgDSxivxM7s6TMxCNlkaOzjb+a5Z1J7sp0g+/Z8gSSf2BqRuo27NFsX0om21a4TWdlKDDrY933sq9STlTtS37Tol/wzJrCWjzL5J2rMPUaWBVmoZOLCxU+rJFHTzOomQ1XsqmU1GxmMkPGU7+Z3sAN1cwEhkPEXuY3bbdhn6PyHbtNcYEPBYW4/Z79oiXMvp+PGb2uKqUNYGx0eF0yR6wuSjubBo002KOmeZ23NktUDMDF+fY12XeSJpgY5zIcL+tITa4lYx9yzm/gUs7+Pq87Y+jojBqMW4uk3x8r6msctAZoNBakfEK+SiAjtrq2iyWuJXwb73dY/oExJJBqJ3bSdSSdWSdJXkFQjyBARtOy6Ccr6OWTV+LdJJ9pMklN43mDgqshhj8c0ScTZMnIYPhsYU0kT0Y2TjWzLWjnBiLWLvLZb4o1SP+FlP+khR9tB2Tuzdtbp2FxEcNhBb1G9EbKdPkxH9hk5j2naX+aFmhnd+jSyH0fWU7dy+SiZPEIhZJZCZjMStuV1go+0p+wB+A9HntqfsDu2jafKUdvQ8bJuEbT6P2s8+w/Aauc1d7V4Wh9LoReRHCRmIH1PVPzHyvgDfD7wcOAf+vqq+e5PN0yR6DamEWItGrbm9edTHcG4k4ovSDbZGljVmYdBKEBe1+eUKb1dtZOtjNK/ZcD2XPoY/pKTXa0wPlLruMjPqGrVR287shxM74sjTQMc/eiaviIG2sqONdXc66WOoZQ8jtBwhwqzCUN+HScykRffO3RCtTkVPHo/RoD+L5mRl2yhwKP0MSS1dI7XzsN3B4yVE8eGz9M9pfdyD5NPzfJMRVd9KOcnv9r1BJLyL7dRCIia2U2drVKOfIPlRIo6+p6h7bRQx0rZ7EXHWNvk1oB+N53a3+Ty0D7SfITw2k7+z6yR5tMtAOwB+jJCg8uMT738DIQPxhcBXAj8c/5/EaRI9gCcsYvJ9rTzJJ+lxQj6Lr951ZXChy52PnYRmEaVT30700Ub0tp3IHJvVT4TYZpK0KyenSdhnN3hOeJvsq/p27iDJHu0CLs3S77LzUqTWri1Ae7JWj9DXOgnby6aZIp48mk/zC72vTn2/9k127aHtKULrSSv0I1MVP6oZj5H8FDn0CavrSNqClamkC2ZUksht70I6iSjzx8NOeSza3oUsp8h+iG2dx1ibD8k4fYZRaW1LW+fof6f9DmUTNvl8ZRzIlKr+iog8f8MhjwA/HtcbvUNEnikin6eqfzB1wskSfapJnqLrRFrW18ziZFwiOoPBxYTqHgl7gFSad7CqM0a2bQQRH7fSxxTJ00kQkqcettF8NxnYW6yU3eRtbZ5MFlLCytyWpLwNeePpvKSbRyL2UeMe/tBbIo7tlWzn8pDXmDM+EXEn3zeRcN42PkbBokE6U4kSVDaZOYy2ndqev8luz2bbeEmW6KL6XtSdvpdBxzRlO9k3eYSa2TcDu3nbDju8MdtDmFbT9u3GYWbA37t0eLvYB4IUNbHoaFfbQ9LPRydT2ETuw9TKtfmACd1/k18HhcLGXd36eFhE3pU9fzQu+NwVzwF+L3ueSsN8hhG90q4AzTMngJaIpiIW54P+XNU1ZrloK0amhTpri2g2RIhj9lvpxNZBWkmLltpo3o7KM5vlmu7GS1GvMRbvaDM/UsSdPn86fniNPNqGfsStqngJdXu8t2G1aU7Yft33TcST/O5GDME+0bbzti9ZDch4UmbSEZLIyL6NsPGTOvEuHUg7f9HKKuNkn9tN19raOUWYXpQdRg4wzimb2noqX3y9s+pLIX3740S8KRfdrMk120cv22yP5dP353s229zF78tgDzXo46r64itcaufSMAmnSfRoqKluG7zadlK0lXAS2Y3+iGKu++oCqbqKkayW+Pqim9jVrk5LihCd5jfygESz66e6NzQgMWUuTWT6TJqY1hrXv1OvIXPIqcUww7maqqLL/FDfySqDiHgb8uhVVMJII3Da2nH5SCEnNOhutuENltomRfV51J1nUAwllW2ElstO6bg0F5DSasd04n2IOG+fcG4n4wxxGSJuX28j+X703be/PxHnvvc7lInjd7Q7PGYYhW+aMN3V9tD+mJ1N5xwcN5dHv3NpmITTJHoFacKEZ5AsXC9327kaY6K8oHbtx6H4kAK5WsbUxFB2wNllW3YgkYGqI+1fkX68ubSyLq8EkpWY7dNq6FHftj7Vx7GTN5zH49T15JX2GqodEbt1ySdJKtvIrCXf/LqRHB0WPG0GSLI/JOFNBJy/ZsT0rhd2urW9Np0i4bFOY+x5jzB9ly0zxJTtod0hUiduxITsmIkF3GOd3TbbgqwR/jC7ZFtbb/M9tzOcM5k6dhfbMPB/cJ0p0t3V9phf27Cv7R2N0tt39HrxGPBdIvJmwiTsk5v0eThVoodYJri/ujNUqHRYX0eNuYuy8shPY4ZK+4NX3+XGaz+/HFgjjrbs8cTw13uLywtW0ckeOclPRSc5Gbd247/QCexHxFMknNtPkZ9Vy4wZDhtWGus4EW8iyuHrvagvPY4TbDkZ70LCmySK9v1Y83kqqtzX9tD+JrK8iu3hcZMjvgGRbSPBscnwKexre8z+8Nwp4t2VvFOgsA+uJao/kEkR+Ungawla/hPA9wJzAFV9E/BWQmrl44T0ym/dZvPEid7u9kOkG1a2UW+KuNMEq+8i+cvCq8eLjxJIIOMeQYyMLjZBkDWyCIWXgzzRmxTcgeR3/hz09ehkP/w/3UENkU/29iSWnqa+fu0xG1t9jh1V6ljGJvSm/NvXfh7BTpH0ZWyn82RUor08hplPw7mT/LVD2N/F5j6/y7G23uX4g6KbPrm6KdVv3vK+At+5j83TJPq4TE2TNJNFp2myUMWv1QtJ7zm1VGpR36081GyisY0sM8LISWljNoJ6vHcYY/BZ1kqeurgtmh+TVXrHJC09mxQc1cy36cIZegSZSE37v+4p27tGrsluIpikGeefa1+/t11rVxv7SgPtZ5hoy31tD8keWCP8MeLcR+setscuctWumGrvq9rd9xrXps/DwYj+OnCSRC+wNtGaot+0wYhk2+qIxCi41d19uygo5UG3aYPpn3akk2dG7BIlJnmlol8LJZDxuuyxydaofU0E6dekj8toxGMYZmrkr00NyTdds5evn3dkvVom0+dv0+pTlJ0P83fRh3ch6iGpD6WE4chrk+2h/bWRDqwR/hh2kV+GHUV+zi7S0z62dzl3F2yyf6hrXBrXIP0fCidJ9AC9zSgGSGQO9CY9u8yJSOzehsGBdvVf0sTuGBmMpQ5OQVWDzt27Zp/kr6Jdhuyi9Qm7Tba3kf8wqgdGiXhfEh4eOyaBjJ27Cwnnrw8llX2JcpNt6BP+mBQyZXcX20P7+2Af29v8vIztMftXsT313j7XOPiE7H559DeOEyX6pP1mOddD8sHTLtfPCDDXzNPqTM30c8+6dDIlAezyYxpq20OZafoT7qhND7IxrkI626K0y5LwFPbp6A51417W9qGJcpv9Q9q+DB5E29fpM0rYM/lIcaJED2n3pLbSX7xRBOmkmhGZJckqoqFGekJb6EvXZZVhBLeJQNOEacr8GNq5CsnnEbdTN6nhXrYDyaPifYb2u95gu05kXsZ2bn+TvavYht0J+bKd3i72L0Nom6L7q9g9xLnHdI0tDhwtTpboE8YWLuWpkdMFmcZXTQ5twXie8EafGE8pTBhKIPtGc0Mtesx2bv8y2KVzuyzh7ELGl/V9l6yVQxDa2DUOQUSfEYT5oKJMxt48RGKioZlhvOnnvQ8wGS3qes2P9r3sZhiSxybpI88q2ZTlMPV4E6bsJhyK5LfhKravK2Ldxf6h2uS6SL7giHHA9MrrwIkSvYSMmQnCM720St9m3OTweKoNpVT7V5O159smM7eNAqZsbMIu0sohMeX/ZXxP2CXivgo2RdxX8XvXaxScMPzxduYnSvRxMnZbKthgQrWVTGJ+uKOrHjmWbdNdbT9y2kXjvipRXofskZ97HTrutmscMiouEkjBoTGyxcXR4ESJXtq9QDXmlJtsUjbVrs5rem8kxh3SA4d54JfBreYAHzkKaRYcNRRwx/sbPVGip5Vuhitf8xWd6X2jOl74c4A8m2VTlsImCWBT9J+PKnIbh1qKPvT3Osjzumxfp88FBYeAFOnm9hDKHEgv9SmVLEg7wIlIKF+bVnZmtVxybErxu0xmzCZsmuzdhm3HF3mloODAUGWfgvQ3jRMl+sGqvDj5mWe85Pt8Qn/5fm9V46CU7y46/VUJasr+vjZuIvujkHFBQUSJ6I8DiewN/fz4TZsbA2srVqew78Kgq9jY9ToFBQXXD6FINzeP2N4ipiX2mcx61RCnduPJO4L03i4VIy/v6vH+OAoKCnaEAu54kylOk+gTRiZkhxhWitxWp/xQxFwIvqDglKBFurktjJF8iuqTRm+ycsV5HZubWHBUUFBwIlCQMhl7CxADph/Rj5F4nnGTpzcOJ2WTvr9rVcqCgoLPMBxxRH+6YWtVIWaGyIxKZhhTtW+lDT7S3z7b9xUUFBSMQv1uf1sgIi8TkQ+KyOMi8t0j73+tiDwpIu+Jf/90m83TjeghRPUjyKUboJdDX1BQULA39DAavYhUwA8CXw88AbxTRB5T1d8eHPrfVfUbd7V72kSvYfs/p6FmTZJijKkG9eh9m6mT74laUFBQsCvETVfI3QMvAR5X1d8BEJE3A48AQ6LfC6fJZtmkiGCoknwT/3nvuo1EvFvLox+rs35d6ZUFBQWnAD2UdPMc4Pey50/E14b4syLyXhH5ORF50Tajpx3Rw2TWjaq28o2qtrnzQwknn6Ad2ySkoKCgAGUf6eZhEXlX9vxRVX00Ph5bSTk0/G7gC1T1noi8HHgL8MJNFzx5ooeO7I2p2vI1ItKrSQ+0m5Pk0k1O7IXkCwoKJrE7P3xcVV888d4TwPOy588FPtK7jOpT2eO3isgPicjDqvrxqQselXQjIq8VERWRh7PXXh9nnz8oIn9lZ2POhQVTZhZ2mYrSTULIuPHxT3vyzZDkL7PbU0FBwWcSDibdvBN4oYi8QEQWwCuBx/IDROTZEuUIEXkJgcc/scno0UT0IvI8wkzz/8le+1LCB30R8PnA20Tki1U37AsIrUbfy6wRg4uvJVKfqnGTn1Oi+IKCgq1Q0ANk3aiqFZHvAn4eqIAfVdX3i8hr4vtvAl4BfIeIWOACeKVuIbOjIXrgXwP/BPjZ7LVHgDer6gr4XRF5nDAr/fat1lJddzGTaZY58uqUBQUFBftBwdvth+1iSfWtwFsHr70pe/wDwA/sY/MoiF5E/jrw+6r63kH54OcA78ieT81AIyKvBl4NUFWLtSFS0uO3RfE5xmSaQ+0rWlBQcGLwxxsk3hjRi8jbgGePvPUG4HuAvzx22shroywbZ60fBVgsnq6kSN6sR/N5FcuElFdf5JqCgoK9odv3qL5N3BjRq+pLx14XkT8JvABI0fxzgXfHSYatM9DbEDYdMd3jWNsmXnttY5HeuWX7uoKCgp2g+2Td3DhuPetGVd+nqs9S1eer6vMJ5P7lqvp/CbPNrxSRMxF5ASFX9Dd2M5w2FekaPxU4C6mVu2/Nt+82gQUFBZ+BOFCtm+vAUWj0U4izzT9FWP5rge/cmnGT4C/fqGMrYwsKCgqmoCh6oMnY68DREX2M6vPnbwTeuKeV0VdlkEefIvt8ZSyUDJyCgoI9UTT624O2+fT9DUjyPPpcxslLFheSLygo2B1aiP7GofRkm7GtBPPMGxGz05dUMnIKCgomccTccJpEvyM8norqqHvigoKCBwElor8VqHehh/XdCtlZtUDxWGqG2ZSbdppK6ZUlmi8oKJhCIfpbgHrbkvymL2CK4IeFzcYKnBUUFBRA5JGSdXPTSNtFRQ1eZ6C2zYZX9TttHZg2As8j+bKIqqCgYAx6xNuRnijRZ8jy6VNkL2IwWc2bIekngk8ok7AFBQWbUTT644B6vLdtDfocYzn0w+JlhewLCgo2oRD9bcH7IN9oXutmndR3MnXEX2JBQcHtQilEf2tQ9eD6pRDSZuEO2xY3S0jEn6L3XI8f21qwoKCgIEDxRzxvd5pEr/S0+Xw23IjBtxUtBxKOjm8QPpRxykRsQUFBD0rJurltiBiULiJX9XjvRuvSj8k5Q2Ivm48UFBTkUKbX4RwDTpfojUGd72nyU6UQoNt4pKCgoOAyOGaN/tbr0V8PFHyK3G0vrbIys24DkuzfEEZMr1xxQUFBwSb4qNNv+9sGEXmZiHxQRB4Xke8eeV9E5N/G939TRL58m82TjejV23YBQ16eeJh5k7DrAqqCgoKCIYYLKy8LEamAHwS+nrAJ0ztF5DFV/e3ssG8gbML0QuArgR+O/0/iJIk+7zPbbQQxqABZHv02cs8XTg2/xKLTFxQU5HA77om0BS8BHlfV3wEQkTcDjxA2X0p4BPhxDfXW3yEizxSRz1PVP5gyepJEb93y3kc//aEP3rYfwMPAx4sPwHH4cQw+wHH4cQw+wHH48ccPYOPnCZ9lF9wRkXdlzx9V1Ufj4+cAv5e99wTr0frYMc8BPrOIHvigqr74tp0QkXfdth/H4MOx+HEMPhyLH8fgw7H4MSDdS0FVX3YIX2B0g+qhdLDLMT2U2caCgoKC48ETwPOy588FPnKJY3ooRF9QUFBwPHgn8EIReYGILIBXAo8NjnkM+JaYffNVwJOb9Hk4Xenm0e2H3AiOwY9j8AGOw49j8AGOw49j8AGOw49j8AEAVbUi8l0Ezb8CflRV3y8ir4nvvwl4K/By4HHgHPjWbXZFtWSOFBQUFJwyinRTUFBQcOIoRF9QUFBw4njgiP4qy4O3nXtDPnxYRN4nIu+5alrXDn58iYi8XURWIvLafc69IR9usi1eFb+L3xSRXxORP7XruTfkw022xSPRh/eIyLtE5Gt2PfeGfLixtsiO+woRcSLyin3PfSCgqg/MH2Fy4kPAFwIL4L3Alw6OeTnwc4Rc068Cfn3Xc6/bh/jeh4GHb6gtngV8BfBG4LX7nHvdPtxCW3w18Dnx8Tfc0u9i1IdbaIun083PfRnwgVtoi1EfbrotsuN+mTDJ+YpDtsWx/D1oEX27PFhVayAtD87RLg9W1XcAzxSRz9vx3Ov24ZDY6oeqfkxV3wk0l/gM1+3DIbGLH7+mqp+MT99ByD3e6dwb8OGQ2MWPexrZDHga3WKbm2yLKR8OiV0/zz8E/hPwsUuc+0DgQSP6qaW/uxyzy7nX7QOEH/QviMj/EJFXX+L6+/hxHece0s5ttcW3E0Zclzn3OnyAG24LEfkmEfkA8F+Ab9vn3Gv2AW6wLUTkOcA3AW/a99wHCQ9aHv1VlgfvvWz4GnwA+HOq+hEReRbwiyLyAVX9lWvy4zrOPaSdG28LEfk6AskmTfjG22LEB7jhtlDVnwF+RkT+PPDPgZfueu41+wA32xb/BnidqjqR3uGHaoujwIMW0V9lefDey4avwQdUNf3/MeBnCEPEy+Aqn+cm22ISN90WIvJlwI8Aj6jqJ/Y595p9uLXfRSTQPyYiD+977jX5cNNt8WLgzSLyYeAVwA+JyN/Y9zMcPW57kmCfP8II5HeAF9BNkLxocMxfpT8R+hu7nnsDPjwNeEb2+NeAl11XW2THfh/9ydgba4sNPtxoWwB/lLCS8Ksv+xmu0YebbosvopsI/XLg9+Nv9SbbYsqHW7lH4vE/RjcZe5C2OJa/W3fgEl/ey4H/RZgRf0N87TXAa+JjIRTu/xDwPuDFm869SR8IM/jvjX/vv4oPO/rxbEJk8hTwqfj4s264LUZ9uIW2+BHgk8B74t+7buF3MerDLbTF6+J13gO8HfiaW2iLUR9uui0Gx/4YkegP2RbH8FdKIBQUFBScOB40jb6goKCgYE8Uoi8oKCg4cRSiLygoKDhxFKIvKCgoOHEUoi8oKCg4cRSiLygoKDhxFKIvKCgoOHEUoi84KYjIXRH5byJSHcDWQkR+RUQetJpQBQU9FKIvODV8G/DTququakhDedpfAv72lb0qKLhFFKIveKAgIr8cdx56j4gsReRvDQ55FfCz8djni8hvZee+VkS+L77+ARH5ERH5LRH5CRF5qYj8qoj8bxHJi2i9JdosKHhgUYi+4IGCqv5FVf3TwL8DHgN+Or0nIgvgC1X1wzuY+iLg+wm7G30J8HcIZYNfC3xPdtxvEXbIKih4YFGIvuCBg4h8C2ErvlcNJJqHCYXTdsHvqur7VNUTimf9kobCT+8Dnp8OivZrEXnGQZwvKLgFlEmmggcKUap5FaGe+3B7wgvgTvbc0g9m8vdW2WOfPfes3xdnwPKyPhcU3DZKRF/wwEBEvhH4B8DfVNU14tWwH2slIonQPwo8S0Q+V0TOgG+8xDU/F/h/I51KQcEDg0L0BQ8S/j1hp59fjZOx3z5yzC8Qt+iL5PzPgF8H/jPwgUtc8+uAt17O3YKC40CpR19wUhCRPwP8Y1X9uwey99PA61X1g4ewV1BwGygRfcFJQVX/J/BfD7VgCnhLIfmCBx0loi8oKCg4cZSIvqCgoODEUYi+oKCg4MRRiL6goKDgxFGIvqCgoODEUYi+oKCg4MRRiL6goKDgxPH/ARK8Cj7+ozHNAAAAAElFTkSuQmCC)
%% Cell type:code id: tags:
``` python
```
......
from pyfftw.interfaces.numpy_fft import fft,fftn,fftfreq,ifftn,ifftshift,fftshift
import numpy as np
from functools import reduce
from . import finite_differences as fd
from .misc import fftfreqn, crop
......@@ -8,52 +10,38 @@ _k0 = 2 * np.pi / _lambda0
_compute_potential = lambda n_, k_=_k0 : k_*k_ * (1 - n_*n_)
def fresnelKernel(shape, fresnelNumbers, method='TF'):
def squaresum(a):
return reduce(np.add, map(np.square, a))
ndim = len(shape)
if np.isscalar(fresnelNumbers):
fresnelNumbers = fresnelNumbers * np.ones(ndim)
kernel = np.ones(shape, dtype=np.complex128)
def get_TF(shape, dperp, k, dz):
# construct transfer function (TF) without Fresnel approximation (Goodman: Fourier Optics, 4.2.3)
if method is 'TF':
# transfer function (TF) method
xi = fftfreqn(shape, 1)
for dim in range(ndim):
kernel *= np.exp((-1j/(2*_k0*fresnelNumbers[dim])) * xi[dim]**2)
return kernel
wl = _k0 / k # relative wavelength
xi = fftfreqn(shape, dperp * 2*np.pi)
xi2 = squaresum(xi)
mask = (xi2 < 1)
if method is 'IR':
# impulse response (IR) method
# phase factor
kernel *= np.prod(np.sqrt(abs(fresnelNumbers))) * np.exp((-1j*np.pi/4) * np.sign(fresnelNumbers))
phasechirp = np.sqrt(1 - wl**2 * (mask * xi2))
# TODO: use dedicated function for this to avoid loss of precision
x = fftfreqn(shape, 1/shape)
for dim in range(ndim):
kernel *= fft(np.exp(1j*np.pi*fresnelNumbers[dim] * x[dim]**2))
return kernel
TF = mask * np.exp(1j * k * dz * phasechirp)
raise ValueError(f'Invalid method "{method}". Must be "TF" or "IR".')
return TF
class FresnelPropagator():
class MultislicePropagator():
"""
Multi-Slice approximation
Paganin, Coherent X-Ray Optics, p101
See Kenan Li, Michael Wojcik, and Chris Jacobsen 2017
"""
dtype = np.complex128
def __init__(self, u0, d, wl=1., method='TF'):
def __init__(self, u0, d, wl=1.):
ndim = len(d)
......@@ -67,12 +55,11 @@ class FresnelPropagator():
self._dperp = np.array(d[1:])
self._ones = np.ones(u0.shape, dtype = self.dtype)
self._k = _k0 / wl
fresnelNumbers = self._dperp**2 / (self._dz * wl)
self._fourierKernel = fresnelKernel(self._ones.shape, fresnelNumbers, method)
self.u = ifftshift(u0)
self._fourierKernel = get_TF(self._ones.shape, self._dperp, self._k, self._dz)
self.u = ifftshift(u0)
def step(self, n):
......@@ -80,7 +67,7 @@ class FresnelPropagator():
F = _compute_potential(nshift, self._k) * self._ones
self._realKernel = np.exp(-1j / (2 * self._k) * self._dz * F )
self._realKernel = np.exp(-1j * self._dz / (2 * self._k) * F )
up = self.u
self.u = ifftn(self._fourierKernel * fftn(self._realKernel * up))
......@@ -153,6 +140,41 @@ class FDPropagator3d(fd.Solver3d):
return super().step(F, boundary)
def fresnelKernel(shape, fresnelNumbers, method='TF'):
ndim = len(shape)
if np.isscalar(fresnelNumbers):
fresnelNumbers = fresnelNumbers * np.ones(ndim)
kernel = np.ones(shape, dtype=np.complex128)
if method is 'TF':
# transfer function (TF) method
xi = fftfreqn(shape, 1)
for dim in range(ndim):
kernel *= np.exp((-1j/(2*_k0*fresnelNumbers[dim])) * xi[dim]**2)
return kernel
if method is 'IR':
# impulse response (IR) method
# phase factor
kernel *= np.prod(np.sqrt(abs(fresnelNumbers))) * np.exp((-1j*np.pi/4) * np.sign(fresnelNumbers))
# TODO: use dedicated function for this to avoid loss of precision
x = fftfreqn(shape, 1/shape)
for dim in range(ndim):
kernel *= fft(np.exp(1j*np.pi*fresnelNumbers[dim] * x[dim]**2))
return kernel
raise ValueError(f'Invalid method "{method}". Must be "TF" or "IR".')
def fresnelPropagate(im, fresnelNumbers, sizePad=None, sizeOut=None, padMode='edge'):
......
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